{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "基础绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d8b00fecf8>]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图表窗口1 → plt.show()\n",
    "plt.plot(np.random.rand(10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图表的基本元素"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0,0,'0.00'),\n",
       " Text(0,0,'0.20'),\n",
       " Text(0,0,'0.40'),\n",
       " Text(0,0,'0.60'),\n",
       " Text(0,0,'0.80'),\n",
       " Text(0,0,'1.00'),\n",
       " Text(0,0,'1.20')]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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sr13vXgce1Vrvs1cwQuRGa8341bF8vPIwbasH8uVjTfCTbmvc3BRd6oUyL/o0yWkZFPeSTSyFELnLqxs/GaML/64ppSKVUoeUUrFKqddyeb+SUmqNUmqnUmqPUqprtvfGWq47pJTqUpg4hPPKyMzi9YV7+XjlYR5uXJ6pQ5pJos8mMjyUlPQs1h66ZHYoQggHlleyn0ohZuMrpdyBL4AooC7QTylVN8dpbwLztNaNgb7ARMu1dS2v6wGRwETL/UQRkpyWwaiZ25m99TRPdgzjo94N8fKQpSGya14lgABfL9n2VtydhKNweDlkZd35XOHUbvvJqbWeBzQG/DFm47+klHrh1k8+7t0ciNVaH9NapwFzgJ45H2O5P0BJ4Kzlzz2BOVrrVK31cSDWcj9RRMTfSKXf5C2sOXSRdx8M55XI2ihVNGroC8LD3Y3764aw+sAFUtIzzQ5HOJv1H8O8wZByxexIhI3ZcjZ+eeB0ttdxlmPZvQ08ppSKA34Fni7AtSilRiqlopVS0ZcuSTemqzgRn8QjX27k4LlrfPVYUwa2rGx2SA4tMjyUpLRM1h+JNzsU4UyuX4A986DxAChedKtaigpbzsbPrRmmc7zuB0zXWn+klGoFzFRKhefzWrTWk4BJABEREX97XzifXaevMGz6NrK0ZtaIljStXNrskBxe67BA/H08WBpzns51Q8wORziLrZMgMx1aPml2JMIObDkbPw6omO11Bf7XTX/LMIwxebTWm5RSPkBgPq8VLua3AxcYM2sngX5ezBjanGpBJcwOySl4ebjRuW4IK/efJy2jvsxrEHeWlgTbvoHaD0CZMLOjEXZgy9n424AaSqmqSikvjAl3i3Occwq4F0ApVQfwAS5ZzuurlPJWSlUFagBb83za5ROQeqMQ4Qozzd56ihHfRlM9uAQLnmgtiT4nrY0u1xnd4dCyv70dFV6WaykZbDqWYEJwwuns/N4Yp2/9jNmRCDux2Wx8rXUGMAZYDhzAmHW/Tyn1jlKqh+W0F4ERSqndwGxgiDbsA+YB+4FlwFNa67xnH928bHxTFU5n0u9HGfvjXtrVCGLOyJYE+xXtxXL+JuEozHwQfhwBZ3bA7D4wZwBcjfvzlHY1AvH1cmdZzDkTAxVOISsTNn8BFZpDpRZmRyPsRGl9+6FupZQvxtr4kYBDr40fUa20jh5dGp7dA97SKnQW0ScS6f31JiLDQ/msb2M83aUL+k8ZabDhM/j9A/DwhnvfgsYDYcuXsPa/oNzgnrHQYjS4ezJm1g42HU1g6xudcS8iu/+Ju7D/J5g3CHrPhLo97ny+cGhKqe1a64g7nec6a+OXCIXkBNg22exIRD5dS0nnubm7KF+6GP99pIEk+uxObICv2sKaf0LtrvDUVmg+Ajx9oO3z8NQWqNoOVrwJkzrC6a1EhZclISmNrccTzY5eOCqtYcPnULqqMV4vigzXWRvfyxeqdzZ+kZsNB2/H+z4i/urtn/Zx9spN5o9uJavi3ZKcCCv/ATu/g5KVoP98qHn/388rXRn6zYGDv8DSV2DKfdzfaBDBHu1ZFnOOVmFl7B+7cHynt8CZaOj6IbjJOmVFSV5NqVuz8V9z+ER/S8excDMRtkrr3tEt3n2WH3ee4elONWhaWWp80Rp2z4EJEbBrNrR5Fp7anHuiv0UpqNPNaPW3GoPn7u9Z5fUSas8csjJlRTSRi43joVhpaNTf7EiEndl0bXy7qxAB1e+DjZ9D6nWzoxG3cebKTd5YuJfGlUrxdKfqZodjvvhY+LYHLBwFAdVg1O9w3ztGb1V+eJeALu/BqN9JL1mFtzPHkzQ5Ei4dsm3cwrkkHDV6gpoNz//vlnAZNpuNb5qOY42Z+VsnmR2JyEVmluaFubvIytJ82qcRHkV5nD4jFda9D1+2hrO74YGP4fEVEBp+d/cLDcdz5AreyBiOx6X98GUb+O0dSHOOjjlhY5u+AHdPaDbC7EiECWy5Nr45KjSFGvcb3VUp18yORuQw6fdjbDmeyNs96lG5TBFuXZxYbyTjNe8ZE6XGbIVmw8CtcF9+/It5czasD708PkfX7wV/fAQTW8LhFVYKXDilpATY9T006AN+sspiUeQ6s/Gz6/iatO4d0N64q3y04hBd64fSq2kFs8MxR3IiLHoKpj8AmWkwYAE8Og38Qq32iKjwsuy76k1Ms//C4CVG2d6sR2HuQLh6xmrPEU4kegpkpECrMWZHIkziOrPxsyvfFGp0MVr3zUeCj/+drxE2dTMtk2fn7iSwhDf/eqh+0dvB7tYEvBVvQMpVo3yu/SvgVdzqj7qvbgjuCxVLY85RP7IdjN5gzGP5/QM4uhrueR2ajwL3vFbLFi4jPQW2fG30eAbXNjsaYRLXmo2fXcfXjOUgt35tdiQC+Ocv+zken8THvRtSqriX2eHYV/wRY5nbRaMhIMyYgNf5bZskeoDSvl60rBbAspjzaK3BwwvavwRPboZKrWD565ba/G02eb5wMHvmQHI8tH76zucKl+Vas/GzK98EakbCxgkydm+ylfsv8P2WU4xoV43W1QPNDsd+MlJh7X+MCXjn9kC3T+Dx5RBSz+aPjgwvy7H4JA5fyLZfREBVGDAfen9rLEA15T74+TljyEu4pqwsY2Je2YZQpZ3Z0QgTud5s/Oxute63SOveLBevp/Dqgj3ULevPi/fXNDsc+zn+h5Hk1/4b6vSAMdsg4vFCT8DLry71QlAKluZcK18pqNvTmBDY8knYMQMmNIPdc42hBuFajqyA+MPGhjdFbehM/IXrzcbPrlxjqBkFmyYY46TCrrTWvDx/D0mpGXzWtxHeHkVgxa6kBFj4BMzoZuwV/tgC6DXF7jOgg/18iKhcmmUx53M/wdsPIv8FI9dCqcqwcKQx1HDpsD3DFLa2cTz4VzC+4IkizTVn42dnUus+M0uz/kg8yWkZdn2uI5mx8QTrDl/ijQfqUCPEeX5l7orWxrahEyJg7zxo+4IxRl69s2khRYWX5eD56xy7lMfWz2UbwrCVxhDD+T1Gb8Tqf0L6TfsFKmzjzA44uR5aPmHU14si7bbJXinVBdgFFMeYjT9Oa/1/t37sFmFhlWsEtbratXW/6/QVHpq4gcembGHw1K0kpRa9hH/4wnX+tfQg99QKYmDLymaHY1uXDsP0bvDTkxBYE0avh87jbDYBL78iw41yvqW3a93f4uZmDDGMiYbwh41Z+xNbwpFVdohS2MymCeDtD00GmR2JcAB5teyXAH2cdjZ+dh1fMxL95q9s+piEG6m8+sMeHvxiA+eupjCqfTW2n7zM8BnR3EzLtOmzHUlqRibPzN6Jn7cH7/dq6LpldukpsOZf8FUbuLAXun8GQ5dCcB2zIwOgXKliNKxY6vZd+TmVCIaHJ8GgxeDmCd8/AvMGw7Wztg1UWN/lk7BvETQdLKXHAsg72T8GLFBKve60E/RuKdsQaj0Am7+Am1esfvvMLM23m05wz4drWbAjjhHtqrL6xQ6M7VqHj3s3YvPxBEbOjCYlvWgk/A+WHeLg+eu836sBQX7eZodjG8fWGV3e6/4LdR80WsVNh9htAl5+RYWHsvfMVU4nFuD7erUO8MQGuOdNOLQUJjSHzV9CZtHroXJaW74yJuS1GG12JMJB5DVBby7GBL2SOOsEvew6vmq07rdYt3W//WQi3cev562f9lGvXEmWPtuONx6o++eWrQ82Ls/7jzTgjyPxPPHddlIzXDvhrz8Szzfrj/NYy0rcW8cFl+VMioeFo42Na3QWDFwIj0w2WsUOKMrSlb98Xz5b97d4eEOHl42d9yq1gGWvweR7IG67DaIUVnXzCuz4FsIfgZJFdKVK8TeuP0HvlrINoXY32DTRKq37S9dTeXHebh75chOJSWlM6N+YWSNa5DoR7dGIivzrofqsOXSJMbN2ku6i249eTkrjxfm7CAvy5Y2udc0Ox7q0hh0zLRPwfoB2L8GTmyCsk9mR5alyGV/qlPW/87j97QRUgwE/wKPT4cZF+OZeWPKCTXrIhJVsnw5pN2RpXPEXrrlc7u10eBUOLjG6JO8Ze1e3yMjM4ttNJ/lk5WFSMjJ5omMYY+6pjq933kuP9m9RifTMLMYt3sezc3byed/GLrXjm9aa1xfuJTEpjSmDm1HMy4XK7C4dgiXPw8kNxgp03T5xmHH5/IgKD+XjlYe5cC2FEH+fgt9AKaj3EITda8xR2Po1HPgZuvwL6veS+m1HkpFm9F5W7QBlG5gdjXAgeWWbN3Dm5XJzU7aB0brf/OVdtUy2HEug2/j1vLNkP40qlWLZc+15NbL2HRP9LYNbV+HNB+rw697zvDBvN5lZrrOIyfzoOJbGnOfF+2sRXr6k2eFYR3oKrH7P2J3uwj7oMR6G/OpUiR4K0ZWfk48/RP0HRqwxuod/HA7f9oT4WCtEKawiZgFcP2csoiNENnmN2bfTWu8rzM2VUpFKqUNKqVil1Gu3Oae3Umq/UmqfUmpWtuODlVJHLD+DCxPHX3R8DVKvwuaJ+b7kwrUUnpuzkz6TNnM9JYOvHmvCt483JyyoRIEfP7xdNV6JrMXi3Wd55Yc9ZLlAwj8Rn8TbP++jVbUyjGxXzexwrOPsLviyFfz+vlGONibaKGFysAl4+VEjxI+wIF+W7i1ksr+lXCMYvgq6fvi/v6d1HxiLCAnzaG2U2wXXher3mh2NcDA22/ZKKeUOfAHcB8QB25RSi7XW+7OdUwMYC7TRWl9WSgVbjgcA44AIQAPbLdcWfhHv0PpQp7vRum/5BBQrfdtT0zOzmL7hBJ+uOkx6pubpTtV5smP1QndRP9mxOukZmk9WHcbTXfGvh+rj5uacXaHpmVk8N3cXHm6Kj3o3dNp/j7+4fBK+7wXu3jBwEYTdY3ZEhda1flm+WBNLwo1UypSwQoWEmzs0H2EsBbzsVVjzTziwGB6caPw/Juzv2Bq4EAM9J8rQivgbWzZTmgOxWutjWus0YA6Qc83GEcAXt5K41vqi5XgXYKXWOtHy3kog0mqRdXgNUq8ZCf82NsbGE/XZH7z36wGaVw1gxfPtefH+WlYbi37m3uqMuac6c7adZtzifcbuZE5o/G9H2HX6Cv96uD7lShUzO5zCu3kFZvU29pofuNAlEj0YC+xkaVix/4J1b+wXYkze6z3T6D6e1BHW/NsYOxb2tXE8lAgx5lEIkYMtk3154HS213GWY9nVBGoqpTYopTZbJgXm91qUUiOVUtFKqehLly7lP7LQcKNFsvnLv+34de7qTZ6atYP+32whNSOTbwZFMHVIM6oE+ub//vmglOLF+2sysn01Zm4+ybtLDjhdwo8+kciENbE80qQC3RqUMzucwstMh/mDISHWSF5BrrNxT92y/lQKKH73s/Lv+IAe8NRWYyLfuv8YZXpnd9nmWeLvzsfA0dXQYpRRNilEDrZM9rn1I+XMZh5ADaAj0A/4RilVKp/XorWepLWO0FpHBAUFFSy6Dq8arftNxth9WkYWE9fG0unDdazaf4HnO9dk5fMd6Fw3xGYrwCmlGBtVmyGtqzB1w3H+u+yQ0yT86ynpPDd3F+VLF+PtHi5QZqc1/PICHFtrrIRXrYPZEVmVUoqo8FA2xsZzNdlGY+vFA+CRb6DvbEi6BJM7wW/vGlv9Ctva9AV4+kLToWZHIhyULZN9HFAx2+sKQM51N+OAn7TW6Vrr48AhjOSfn2sLJzTc2Alq85ds3HuEyE9/5/1lh2hbI5BVL3Tg2c418PG0ffmYUopx3evyWMtKfLXuKJ+sOmLzZ1rDuJ/2cfbKTT7t0+jPBYSc2obPjIVI2r0IjR8zOxqbiAwPJSNLs+qAlbvyc6rd1dgEqEFv+OND+LqDsSmLsI1rZ2HvfOP3tniA2dEIB2XLZL8NqKGUqqqU8gL6YtTsZ7cIuAdAKRWI0a1/DFgO3K+UKq2UKg3cbzlmVecbPwtp14me+0+ytGba0GZMHhRBxQD7bmCilOKdHuH0iajI578dYfxvjp3wf959lh93nuHpTjVoWtkFPlz2/wSrxkG9h40lYl1UwwqlKFvSx3Zd+dkVD4CHvoL+84yVK7/pDKveNsoZhXVt+Rp0pjHhWIjbsFmy11pnAGMwkvQBYJ7Wep9S6h2lVA/LacuBBKXUfmCR0BjTAAAgAElEQVQN8LLWOkFrnQi8i/GFYRvwjuWYVaSkZzL+tyN0/PYiS7NaMtp7JctH1+eeWuYteermpvjXw/V5uHF5Plp5mK/XHTUtlrycuXKTNxbupXGlUjzdqbrZ4RRe3Hb4cSRUaG7MJHfC0rr8cnNTdKkXyu9HLnHDXjsx1uxirDTYqB+s/wS+bg+nt9nn2UVB6nXYPs2YgxRQ1exohAOz6Seb1vpXrXVNrXWY1vo9y7G3tNaLLX/WWusXtNZ1tdb1tdZzsl07VWtd3fIzzVoxrT54gS6f/s5HKw/TqXYwTQb9G6/MZLy33n5mvr24uyk+eLQh3RuW499LDzJ1/XGzQ/qLzCzNC3N3kZml+bRPI+dfAfDySZjdx5jB3G82eLpANcEdRIWHkpaRxZqDF+98srUUKwU9v4DHFkBaEky9H1a8Cek37ReDq9r5ndFz0vppsyMRDs7JP63z71RCMsNnbOPx6dG4uylmDmvOxAFNCaneBOo9aCwxmWy1zoO75u6m+Lh3QyLrhfLOkv3M3HTC7JD+NOn3Y2w5nsjbPepRuYx1qxPsLuWqUWKXkQYD5oNvoNkR2UVElQACS3jnf9tba6re2WjlNxlklIl91RZObbZ/HK4iM8OYYFypFVSIMDsa4eBcPtmnpGfy8crDdP5kHRuPJjA2qjbLnm1PuxrZZu93eNVocWyaYF6g2Xi6u/F5v8Z0rhPMP37ax5ytp8wOib1xV/l45SG61g+lV1Mn30krM93Ypz0hFvrMhKBaZkdkN+5uii71Qlh98CI300zYgdHH36h2GLjI+KI1NRKWjYU011iR264O/ARXT0mrXuSLyyZ7rTUr9p2n88fr+Py3I3SpF8rqFzsyqkMYXh45/rWD6xj1wVu+hqQEcwLOwcvDjS8GNKFDzSDGLtzLgu1xpsVyMy2TZ+fupIyvN/96qL7NShHtQmv45UVjtTEXLLHLj6jwstxMz2Td4QKsTWFtYffAkxuh2TBj6eovW8OJDebF42y0ho0TICAMakaZHY1wAi6Z7I/HJzF0+jZGztxOMU93Zo1owfh+jQktmceOXx1ecajWPYC3hztfD2xKm7BAXv5hNz/tOmNKHP/8ZT/H45P4uHdDShX3MiUGq9n4OeyYAW1fcNkSuztpUS2AUsU9WRZzztxAvP3ggY9g8M+gs2B6V/jV8v+hyNvJjXB2B7Qe49KTSoX1uNRvSXJaBh8sP0iXT34n+sRlY4e5Z9vROiwf47G3WvdbJzlM6x7Ax9OdyYMiaFYlgBfm7WbpXvt+QK/af4Hvt5xiRLtqtK7u5OPa+xfDynHGf+dO/zA7GtN4urtxX50QfjtwkdQME7ryc6ra3hjLbzHa2D53Yis4/rvZUTm2jeOheBlo2M/sSISTcJlkf/VmOp0/WscXa47SrUFZVr/UgeHtquFZkBnjf47dj7ddoHehmJc7U4c0o3HFUjw9eycrrb2++W1cvJ7CKwv2ULesPy/e7+RLx/5ZYhcBD35Z5FtDUfVDuZ6awcZYB/li6+ULUf+FoUuNTXZmdIclLxilZeKv4o/A4aXQbESRqCAR1uEyn3inEpPxL+bJ/NGt+LhPI4L98uiyv53g2sZ2plscq3UP4OvtwbShzahXviRPfr/d5qVTWmtenr+HpNQMPuvbCG8P268maDNXTsHsvlAi2FjKVT4gaVM9ED9vD5aa3ZWfU+XWMHoDtBoD0VNhYms4usbsqBzLpgng4QPNhpsdiXAiLpPsK5QqxpKn29KsSiFXdOvwKqQnG2O7DsbPx5NvhzanVqgfo77bzh9HbDfB6ttNJ1l3+BJvPFCHGiF+NnuOzaVche97G+uzD5gPJQq4h4KL8vZwp1OdYFbuv0BGZpbZ4fyVV3Ho8h48vhw8vGDmg7D4GeO/ZVF34xLsmg0N+8rvsigQl0n2pX29rLPIS1AtCH8Etk6GpPjC38/KShb3ZObjLagW6MuIb6PZdNT6PRCHL1znvV8PcE+tIAa2rGz1+9tNZjrMHwIJR6DPt0WqxC4/osJDuZyczpbj5q8vkatKLWD0emj9DOycaYzlH1lldlTm2jYZMlONng8hCsBlkr1VOXDrHowvNt8Pb0HF0sUZNmMb205Y78M6NSOTZ2bvxM/bg/d7NXTeMjut4deXjW0/u30K1TqaHZHD6VAzmGKe7o7XlZ+dZzG4/10YthK8SsD3j8Cip+DmFbMjs7+0ZNj2DdTqCoE1zI5GOBlJ9rkJqgn1ezls6x6gTAlvvh/RglB/H4ZO28bOU5etct8Plx/i4PnrvN+rAUF+Trwv9sbxxprhbZ+HJgPNjsYhFfNy557aQSyLuUBmloNvrVwhAkb9bpRM7p4NE1vCYavvjeXYds+G5ARZREfcFUn2t9P+FchIMbY+dVDBfj7MGtGSMiW8GDR1K3vjCjemuf5IPJP/OM5jLStxb50QK0VpggM/w8q3oO6D0Okts6NxaJHhZYm/kcr2k9b5smhTnj7QeRwMXwXFShvLHf84yiGWuba5rExjz/pyTYzlcYUoIEn2txNUE8J7Gd1mN0xcaewOQksaCb9kMU8em7KF/Wev3dV9Liel8eL8XYQF+fJG17pWjtKOzmyHBSOMluBDXxX5Ers76VQ7GC8PN8fuys+pfBMYudb4Qh7zg9HKP/iL2VHZ1qGlkHjUaNU769CaMJV8Eualg6V1v9FxW/cA5UsVY/aIlhT3cuexKVs4dL5gtclaa15fuJfEpDQ+69uYYl5OWmZ35RTMssxSlhK7fCnh7UH7GoEsjzmP1g7elZ+dhzd0egNGrAbfYJjTH34Y5nAls1azaQKUqmRsZSvEXZBkn5fAGlD/Udjq2K17gIoBxZk9oiUebooB32wh9uKNfF87PzqOpTHnefH+WoSXL2nDKG0o5SrM6mOU2PWXEruCiAwvy9mrKewu5DCQKco2NBJ+x9dh/yKY2AL2/2R2VAAkpWZwPD6JLccSWLz7LN/8cYzf72Y/gtPb4NQmaPkkuHtYP1BRJMhvzp20fwX2zocNnxq1vw6sSqAvs0a0pO+kzfSfvJm5o1pRNTDvrWhPxCfx9s/7aFWtDCPbVbNTpFaWmQHzh0L8YWPP9ODaZkfkVO6rE4KHm2JpzDkaVSxldjgF5+EFHV+F2g/AT0/CvEHGkshdP7T61sVaa66nZnDxWioXr6fk+GcqF66lcOm68ecbqRm53mNEu6q8Glk7/6XCm8aDT8kiu5eDsA7lVF13eYiIiNDR0dG2ufmPo4zWwnN7jFXYHNyh89fpN3kz3h5uzBvViooBxXM9Lz0zi0e/2sSxSzdY9lx7ypVywm5vrWHJ88bM+x7jjb3SRYENnLKFU4nJrH2po/OWW4KxtsKGT2Htf6FECPT9Hso1uuNlWmuu3kzn4vVULl4zkvbF6zkSuuW9m+l/30/Ax9ONEH8fgv28CfbzIdjf8k8/b4L9vQnx9yHA14vPfzvCt5tO0jqsDOP7NaZMiTtUvCQeh/FNoM2z0Pntu/s7ES5NKbVdax1xx/Mk2edDwlGYEGF0ozl46/6W/Wev0W/yZvx8PJg7qhXlc0nkH684xOerY5nQvzHdGpQzIUor2DgeVrxplNh1ftvsaJzW7K2nGPvjXn59ph11y/mbHU7hnd0FcwagkxO4EfkpceW7/rXlfS2FC9mT+PVU0jL+vpKgr5c7If4+BPl5E+zvQ4glef8loft74+ftke8vST9sj+P1hXsJ9PXiq4FNaVAhj96UX18xlg1+bi/4l73bvw3hwiTZW9vC0bBvETy7G/ycoyxtb9xV+n+zmQBfL+aObPWXLX6jTyTS++tNPNS4Ah/1bmhilIVwYAnMfQzq9oRe02TmfSEk3Eil2XurGHNPdV6437lXGkzNyGTsgr0cOnqUt1P+SzO3Q0zM6MGHGb3JskxT8vPxyNYS984loRvv+XrbZqRzb9xVRn+3nUs3Uvnng+H0jqj495OSE+GTekYJ6UNf2iQO4fwk2VtbwlGY0AxaPuE0rXuAnacuM3DKVoL9vJkzqiXBfj5cT0kn6rM/UAp+faYdfj6eZodZcGd2wLSuEFIPhiyRmfdW0HfSJuJvpLHqhQ5mh3LXtNY8P3cXi3adpVuDslQu5Un3M59S+8wPXKlwD9e7fkVQUBA+nuZXnCTcSOWZOTvZEJvAYy0r8Va3enh5ZPvC+vuHsPpdeGKj8XsuRC7ym+xt2hRSSkUqpQ4ppWKVUq/lcV4vpZRWSkVkOzbWct0hpVQXW8aZL2XCoEEf2DYFrttni1lraFypNNOGNuP8tRQGTN5Cwo1Uxv20j7NXbvJpn0bOmeivnLbsYhcE/aTEzlqiwssSe/EGsRedd1vZj1YcZtGus7zcpRYT+jfh5a71qT1iCjzwMaXO/kHFBd3wuXrM7DABYxXMGUObM6p9Nb7bfIp+kzdz4VqK8WZGKmydBGH3SqIXVmGzZK+Ucge+AKKAukA/pdTfVmtRSvkBzwBbsh2rC/QF6gGRwETL/czV/iXITHPoVfVy06xKAFMGN+P05WQe+Hw9P+48w9OdatC0ciF3CDRDyjVj5bT0FEuJneNPmHQWXeqFArB073mTI7k7s7acYsKaWPo1r8iTHcP++mazYTBoMdy8DJM7weEV5gSZg4e7G2O71mFC/8YcOHeNbuPXG3td7J0PNy7I0rjCamzZsm8OxGqtj2mt04A5QM9cznsXeB9IyXasJzBHa52qtT4OxFruZ64yYcbWktFT4LpzfSC2CivD5EERJCan0bhSKZ7uVN3skAouMwN+sJTY9Z4hJXZWFlrShyaVSrE0xrl+twHWHLzIP36KoUPNIN7tGZ77ZLkqbWDkGihd2fjCuP4To5rDAXRrUI6FT7bB18udfpM2cfm3j9Eh9WQDJ2E1tkz25YHT2V7HWY79SSnVGKiotV5S0Gst149USkUrpaIvXbLTojftX7KU9zhX6x6gXY0gfnuhA98Na2Gd7YDtSWtY+jLEroIHPoawe8yOyCVFhZdl/7lrnEpINjuUfIs5c5WnZu2gdqgfXwxokvfvdqlK8PgKow5/1duwYJixm5wDqBXqx09j2vJkhROUvnGU2e4PkpJLhYAQd8OWn/i51aH8+TVaKeUGfAK8WNBr/zyg9SStdYTWOiIoyE4rpgVUg4b9jHIYJ2vdg7HSnq1mGNvUpi+Mv/M2z0HTwWZH47Iiwy1d+U6yVn7c5WSGTt9G6eJeTBvSjBL5+d32Kg69psK94yDmR5jaxZgH4gBKFvPked/lXPcKZtyxWvT6aiNxlx3jy4hwbrZM9nFA9nqSCsDZbK/9gHBgrVLqBNASWGyZpHena83V/kWjdb/+U7MjKRoOLDFq6ev2ND6ghc1UDChOeHl/p+jKv5qczpBp20hJz2T60GYE+/vc+aJblIJ2L0D/uXD5BEzqCCc32irU/Du3G3V8HX7tn+LLQS05GZ9M9/Hr2RDrmFttC+dhy2S/DaihlKqqlPLCmHC3+NabWuurWutArXUVrXUVYDPQQ2sdbTmvr1LKWylVFagBbLVhrAUTUA0aWVr315yjBeS0zuyAH0cYO5099LXU0ttBVHhZdp2+wtkrN80O5bZSMzIZOTOakwlJTBoYQY0Qv7u7Uc0uMPw3KFYKZnQ3/p8208YJ4FUCmg6hc90QFj/dlsAS3gycsoWv1x11rs2KhEOx2Sen1joDGAMsBw4A87TW+5RS7yil8ty6SWu9D5gH7AeWAU9prf++RqWZ2r0EOtNYmlPYxq0Su+KB0G+OlNjZSZSlK3+Zg7bus7I0L8/fw5bjiXz4aENahZUp3A2DahoJv9o9xtLLS56HjDTrBFsQV+Ng34/QZLDx5QOoGujLoqfaEBkeyr+XHmTM7J0k3WbNfSHyYtNmktb6V611Ta11mNb6Pcuxt7TWi3M5t6OlVX/r9XuW62pprZfaMs67ElDVMnY/Da45zgiDy0i5Zuxil34TBkiJnT1VCypBrRA/h032H644xOLdRi19z0Z/m7d7d4qVMrr02zxntO6/7Wn/nS63fGVMRG05+i+Hfb09+KJ/E16Lqs3Sved4aOIGjscn2Tc24fSkT7Qw2lta9zJ2b123SuwuHZQSO5NEhoey7WQiF6+n3PlkO/p+y0kmrj1K/xaV/l5LX1hu7nDf/8EjU+DsDmMc/9xu6z7jdlKuwfYZUO9Bo2IgB6UUozuEMePx5ly8nkqPCev57YDzLO4lzCfJvjBKV4FG/WH7dGndW4vWsPQVo8Su28cQ1snsiIqkqPqhaA0r9jlOQvntwAX+sSiGe2oF8U6Perbbna9+L3h8GaBhShfY+4NtnpPdjm8h9Rq0GpPnae1qBPHzmLZUCijOsBnRfLrqMFlZMo4v7kySfWHdGrtf/4nZkbiGzRONRYvaPAtNh5gdTZFVK8SPqoG+DtOVvyfuCmNm7aRuOX8m9L9DLb01lGsMI9ca2+MuGGbU5GfZaNpQZjps/hKqtDMmot5BxYDiLHiiNQ83Ls+nq44wcmY011LSbRObcBmS7AurdGVoNEBa99Zw8BdY/gbU6QH3vm12NEWaUorI8FA2HUvgcpIJk9WyOZ2YzOPTownw9WLqkGb2WyeiRLCxxG7TIcaX+dl9IeWq9Z+zbxFciyvQ0rg+nu581Lsh/9ejHmsPXaLnhA0cvuC8exoI25Nkbw3tXgSdBX98bHYkzuvsTlgwXErsHEhUeCiZWZqVJo4NX0lOY8i0raRlZDLj8WYE+xWglt4aPLyg+2fGqo1HV8PkeyH+iPXurzVs/BwCa0L1+wp0qVKKwa2rMGtES66nZPDgFxv4ZY+UAovcySeqNdxq3e+YAVfPmB2N87kaB7Oyldh5FTc7IgHUL1+S8qWKmdaVb9TSb+d04k0mD4qgevBd1tJbw58b6SQaCf/ISuvc98QfcH6PMVZ/l19wm1cNYMnTbakV6sdTs3bw76UHyMiUZXbFX0myt5b2Lxmt+/XSui+QlKvwfW9IT4YB86TEzoEopYgKD2X9kXi7jwlnZWlemr+HrccT+eDRBrSoVshaemuo0sYYxy9dCb5/1KjCKewiNxvHg2+QsX12IYSW9GHOyJYMaFGJr9cdY8i0bSSaPPwiHIske2spVQkaP2bMqr0aZ3Y0ziEzHeYNhvhD0PtbCK5jdkQih6j6oaRlZrH6wEW7Pvf95Yf4efdZXo2sbb1aemsoVQkeX26UyK0aZww93e1GOhcPwJEV0HwkeBZ+eMLbw533HqrP+480YOvxRLqPX0/MGRvMMRBOSZK9NbV70fimL2P3d6Y1/PwcHFsD3T+XXewcVOOKpQnx97brxjgzN5/kq3VHeaxlJUZ3qGa35+ably/0mgb3vgUxC2Ba5N19wd80ATyKQcQwq4bXu1lF5o9uRZbWPPLlRhZsl8aHkGRvXdK6z79178Ou76DDa9B4gNnRiNtwc1N0qRfKusOXSE6z/TKtq/ZfYNxPMdxbO5i3u9uwlr6wlDK+3PebAwnHLBvpbMr/9dcvwJ55xu++r/WHKBpWLMXPT7elcaVSvDh/N+N+iiFNtsst0iTZW1s7y469f3xkbhyObNcsWPsvaNgfOr5mdjTiDiLDQ0lJz2LtIdsuH7v79BWenr2TeuVKMr5/Y9vX0ltDrUgY8Rt4+xsb6Wyfnr/rtk4yhrFaPmmz0AJLePPdsBYMb1uVGZtOMuCbzQ63IqKwHyf4v8nJlKoITQbCjpkOs0e2Qzm2FhY/DVU7GCVNjtpyE39qXiWAAF8vm257ezoxmWEztlGmhBdThkRQ3MtOtfTWEFQLRqyGah3g52fhF8sW2LeTlgTbvoHaD0AZKy/5m4OHuxtvdqvLZ30bsffMVbp9vp7tJy/b9JnCMUmytwVp3efuwn6YO9CoKe4z06hhFg7Pw92N++uGsPrABVLSrb+K3OWkNAZP20p6pmb60Ob2r6W3hmKloP88Y+XHbd8YG+kk3WYP+l2zIOUKtH7GbuH1bFSehU+2wcfTnb6TNvHd5pOyXW4RI8neFkpWgCaDYOd3cPmE2dE4hmvnjHIlL19jFzufkmZHJAogMjyUpLRM1h+5TQK7Synpxr70cX/W0pew6v3tys0d7nsHHv4Gzmy3bKSz56/nZGUaE/MqNIdKLewaXp2y/iwe04bWYYG8uSiGVxfsscmXN+GYJNnbSrsXwN0LZj4EV06ZHY25Uq/DrEeN1kz/ecaXIeFUWocF4u/jYdWu/KwszYvzd7PtxGU+6t2Q5lUDrHZvUzV41NhIR2fBlPsh5sf/vXdwidEAKMDSuNZUqrix5PDTnaozLzqO3l9v4syVm6bEIuxLkr2tlKwAgxZBcgJMjYRLh82OyByZ6TB/iNGF33sGlG1gdkTiLnh5uNG5bggr95+32qzu/y47yC97zjE2qjbdG5azyj0dRrnGMGKN8fv+w1D47R3IyjIW0Sld1RivN4m7m+LF+2vx9cCmHLuURPfx67l4TSbuuTpJ9rZUsTkM+QUy02BalP32xnYUWsMvL1i2q/0Eqnc2OyJRCFHhZbmWksGmYwmFvte3m07w9e/HGNiyMiPbO2AtvTX4hcDgn40hvT8+gin3Qdw2aPWU0eVvsi71QvlpTBseb1OFYH8nnCchCkSSva2F1jdW3PIsBtO7FawW19n98ZGx5kC7l6DpYLOjEYXUrkYgvl7uLCvkAjsr91/g7cX76FwnmLdtuS+9I/DwNhaN6vohnNsFxUpDo/5mR/WnsKASjOlUw+wwhB1IsreHMmHGGF6JYGMMP3aV2RHZ3p55sPpdY83vTm+aHY2wAh9Pd+6pHcyKfRfIzLq7mdy7Tl/h6dk7qF++JJ/3a4y7mwsn+luUguYjYPhvMGCBMUlVCDuTZG8vJSvA0GUQWN3Y4W3fIrMjsp3jf8CiJ6FKO+gxQWrpXUhUeFkSktLYejyxwNeeSkhm2PRtBPl5883gZs5VS28N5RpBhaZmRyGKKJsme6VUpFLqkFIqVin1t6XSlFIvKKX2K6X2KKV+U0pVzvbeYKXUEcuPa/QBlwiCwUugfFNj0s6OmWZHZH0XD8LcAUZvhtTSu5yOtYLw9nArcFf+5SRjX/pMbdTSB/l52yhCIURubJbslVLuwBdAFFAX6KeUqpvjtJ1AhNa6AfAD8L7l2gBgHNACaA6MU0qVtlWsdlWsFAz8Eap1hMVjYNNEsyOynusXjFp6Dx+jlr6Ya/wnE//j6+1Bh5pBLNt3nqx8duWnpGcy4tto4q4YtfRhQU5cSy+Ek7Jly745EKu1Pqa1TgPmAD2zn6C1XqO1vrU/5GbgVgF2F2Cl1jpRa30ZWAlE2jBW+/LyNTbQqNMDlo+Ftf8p/L7YZku9YdTSJydA/7nGpkDCJXWtX5YL11LZefrKHc/NytK8MG8X0Scv80nvRjSr4iK19EI4GVsm+/JA9sXh4yzHbmcYsLQg1yqlRiqlopVS0Zcu2XaTDqvz8Da2yWw0ANb+G5a/btThOqPMDPjhcTi/Fx6dbtQYC5fVqU4wnu4qX135/156gF/3nueNrnV4oEFZO0QnhMiNLZN9brOycm2+KqUeAyKADwpyrdZ6ktY6QmsdERQUdNeBmsbdw5jA1uIJ2DzR2CAm0/bbiFqV1rD0FTiyHB74CGreb3ZEwsb8fTxpWz2QX/eez3N99ekbjjP5j+MMblWZ4e2q2jFCIUROtkz2cUDFbK8rAGdznqSU6gy8AfTQWqcW5FqX4OYGkf+GjmON/d1/GAoZqXe+zlFs+Ayip0Cb5yDicbOjEXYSFV6WM1duEnPmWq7vL993nv9bsp/76obwliPvSy9EEWHLZL8NqKGUqqqU8gL6Aouzn6CUagx8jZHoL2Z7azlwv1KqtGVi3v2WY65JKWNf9y7/hgOLYXZfYxtMRxezAFaNg/BH4N5xZkcj7Oi+uiG4uymW5tKVv+PUZZ6ZvZMGFUrxed8iUksvhIOzWbLXWmcAYzCS9AFgntZ6n1LqHaVUD8tpHwAlgPlKqV1KqcWWaxOBdzG+MGwD3rEcc22tnjS69Y+thZkPw807T4AyzcmNsHA0VGoNPScaPRSiyCjt60XLagEsi/lrV/7JhCSGz4gmxN+HKYMjKOZl/rKwQghQrrKncUREhI6OjjY7DOvYtwgWDIfg2vDYQqM+35HEH4FvOoNvEAxbAcVlhnVRNHPzSf6xKIblz7WnVqgfiUlpPPLlRi4np/HjE62pJiV2QticUmq71jriTudJc8wR1XsQ+s+B+FiYFglX48yO6H9uXITvHgF3T6OWXhJ9kdWlXghKwdKYc6SkZzJ8xjbOXLnJN4MiJNEL4WAk2Tuq6p1h4EIjuU6NhISjZkcEacnGfIIbF41a+gCZYV2UBfv5EFG5NEv3nuf5ubvYefoKn/VpRITU0gvhcCTZO7LKrYwtMtOTjYR/Psa8WLIyjaGFszuh11RjyV9R5EWFl+XQhessjTFq6aPqSy29EI5Ikr2jK9fI2EDH3ROmd4XTW+0fg9awbCwc+gUi/wu1u9o/BuGQouqH4uvlzuNtqjKsrfT0COGoJNk7g6Caxha5xcvAtz3h6Br7Pn/zRNj6NbQaAy1G2vfZwqGVLVmMbW925q3udaWWXggHJsneWZSqZLTwS1eFWb3hwBL7PHf/T7D8DajbE+571z7PFE6lyG1VK4QTkmTvTPxCYMgSKNsQ5g2C3XNs+7xTW+DHkVCxOTz0tdTSCyGEk5JPb2dTPAAGLoIqbWHhKNgyyTbPSThqzLz3Lw99Z4NnMds8RwghhM1JsndG3iWg/zyo9QAsfRl+/8C6W+QmxcP3vYxlfAfMB98y1ru3EEIIu5Nk76w8faD3t9CgL6z+J6z8h3USfvpNo0V/7Sz0mwtlwgp/TyGEEKaSmTXOzN0DHvwSvP1g43hIuQbdPgG3u1yPPCsTfhwBcdHGF4mKzawbrxBCCFNIsnd2bm7Q9QPwKQl/fAip143JdB5eBb/Xin/AgQyAdkYAAAqiSURBVJ+N3ffq9rjz+UIIIZyCJHtXoBTc+w/w8YeVb0HaDXh0BngVz/89Nn8Fm7+AFk8Yu+8JIYRwGTJm70raPAvdPoUjK40JdinX8nfdgSWw7DWo3Q26vGfbGIUQQtidJHtXEzEUHvkGTm+BGd0hKSHv8+OijTXvyzeFhyff/Xi/EEIIhyXJ3hXV7wV9Z8GlgzAtyphZn5vEYzCrj7FYT785Bev2F0II4TQk2buqml3gsQVGop/axUjs2SUnwvePgs6EAQugRJA5cQohhLA5SfaurEpbGLzYmKE/NRIu7DeOp6fAnP5w5bTRog+sbm6cQgghbEqSvasr3wSGLgWUsUVuXDQsGg2nNsHDX0OllmZHKIQQwsYk2RcFwXWMLXJ9SsKU+2DfQmMHu3oPmR2ZEEIIO7BpsldKRSqlDimlYpVSr+XyvrdSaq7l/S1KqSrZ3htrOX5IKdXFlnEWCQFVjS1yKzQzSvRaP212REIIIezEZovqKKXcgS+A+4A4YJtSarHWen+204YBl7XW1ZVSfYH/An2UUnWBvkA9oBywSilVU2udaat4iwT/sjBshdlRCCGEsDNbtuybA7Fa62Na6zRgDtAzxzk9gRmWP/8A3KuUUpbjc7TWqVrr40Cs5X5CCCGEKCBbLpdbHjid7XUc0OJ252itM5RSV4EyluObc1xbPucDlFIjgZGWl6lKqZj/b+/+Y6+q6ziOP1/yI34qlDZwEIExk6kDZPRNGLUoEXO0mFs4tR/DTMNS2bIZ6wc2849+u/kLhaZo32VqxXRRFFZsishP+WWmQkqhYM3IWiH27o/PB3c93K+7jO89537v9/XYzjj3fM79ntf3fM6Xzz0/7ufTPdG71YnAy1WHKHCmxjhT41oxlzM1phUzWePGNLJSMxt71VlWHIO1q3UaeS8RsQRYAiBpfURMOdqQzdaKuZypMc7UuFbM5UyNacVM1v2aeRl/DzC65vUooNiV2xvrSOoLnAD8vcH3mpmZWQOa2dg/AYyXNFZSf9IDdysK66wAPpXnLwBWR0Tk5fPy0/pjgfHAuiZmNTMza1tNu4yf78FfCfwK6AMsi4jtkq4H1kfECmApsFzSM6Qz+nn5vdsl3QfsAA4BCxp4En9Js36XY9SKuZypMc7UuFbM5UyNacVM1s2UTqTNzMysXbkHPTMzszbnxt7MzKzN9bjG/li64G1ipmWS9nX1PX8lN+VMT0qaXEKm0ZIekbRT0nZJV1WdS9IASeskbcmZFtdZp/T6y9vtI2mTpIdaIZOk3ZK2StosaX2d8iqOqWGS7pf0VD6u3t8CmU7N++jwdEDS1S2Q65p8jG+T1ClpQKG8imPqqpxne3Ef5fLS95OVKCJ6zER60O9ZYBzQH9gCTCis83ngtjw/D/hJCblmAJOBbV2UnwfkoefoAB4vIdNIYHKeHwo8XWdflZorb2dInu8HPA50VF1/eVsLgR8DD9Upq+KY2g2c+BblVRxTdwGX5vn+wLCqMxW23wd4ERhTZS5SB2C7gIH59X3Ap6s8poDTgW3AINKD2b8BxrdS/Xlq7tTTzuyPpQvepomIP5C+TdCVjwF3R7IWGCZpZJMz7Y2IjXn+n8BOjuyFsNRceTuv5pf98lR8QrT0+pM0CvgocGcXq5SeqQGl1p2k40kfapcCRMTBiHilykx1zASejYg/t0CuvsBApf5DBnFkPyFlH1OnAWsj4t8RcQj4PVAc9rLq+rMm6mmNfb0ueIsN2Ju64AUOd8FbpUZyN02+RDiJdCZdq/Rc+XL5ZmAfsCoiusxUYv39ALgW+F8X5VVkCuDXkjYodQvdZaas2XU3DtgP/Cjf7rhT0uCKMxXNAzrrLC81V0T8BfgO8DywF/hHRBRHoCr7mNoGzJD0DkmDSGfxowvrVF1/1kQ9rbE/li54q1RZJklDgAeAqyPiQLG4zluamisiXo+IiaReEadKOr3KTJLOB/ZFxIa3Wq3OsmbX37SImAzMBhZImlFxpr6kW1W3RsQk4F9A8ZmZKo/z/sAc4Kf1iussa+YxNZx0ljyWNGrnYEkXV5kpInaSRhVdBawk3QI9VGUmK1dPa+yPpQveKlXS/a+kfqSG/t6IeLBVcgHkS8C/A87tKlNJ9TcNmCNpN+m20Ick3VNxJiLir/nffcDPOHLUx7Lrbg+wp+ZKzP2kxr/KTLVmAxsj4qU6ZWXn+jCwKyL2R8RrwIPA2V1lKvGYWhoRkyNiRt7Wn7rKlLmb8jbS0xr7Y+mCt0orgE/mp107SJf19jZzg/n+31JgZ0R8rxVySTpJ0rA8P5D0n+JTdTKVVn8RcV1EjIqId5OOp9URUTwLKzWTpMGShh6eB84hXYYtZiqt7iLiReAFSafmRTNJPVxWlqngQupfwq8i1/NAh6RB+e9wJumZmWKmUv+fkvTO/O+7gLkcub+qrD9rtqqfEDzaiXSv6WnSU/mL8rLrgTl5fgDpUt4zpP70x5WQqZN0b+410qfj+cDlwOW5XMDNOfNWYEoJmaaTLsE9CWzO03lV5gLOBDblTNuAr7VC/dXk+yD5afwqM5Huj2/J0/aa47zqY2oisD7X38+B4VVnytsdBPwNOKFmWdX7ajHpg+w2YDnwtqqPc2AN6QPaFmBmK+wnT+VN7i7XzMyszfW0y/hmZmZ2lNzYm5mZtTk39mZmZm3Ojb2ZmVmbc2NvZmbW5tzYm/UySiMi7pL09vx6eH79gTwqWv+8/BRJz0k6XtJcSb+t+RnTlUaZ6ytpoaSlNWUXSXo4z98k6as1ZYsk3ZznV0i6pKbsDklfav4eMOt9/NU7s15I0rXAeyLiMkm3A7sj4kZJt5B6yvuWpJXAXRHRmd/zMHAvaRS3jaTvZz+ae4BbDywg9QuwifQ97ufyADqbSR0oBbAamBQRr+QxGx4hjdswAbgNOCtSr3Nm1o3c2Jv1Qrkr5Q3AMuCzpAb4YO7hcCOp4Z0VETNr3jOONDRqJzAiIubXlJ0N3ELqIOaFiPhmTdmFwOEz+M6IWF5Tdh2pD/mpwBcjjSBpZt3Mjb1ZLyVpFmlQlHMiYlXN8s+RGu4JEfHHwntuJI3FfkpEvFwo6wTeB5wWEf8tlD0GvB4R0wvL+5F6bFsTERd12y9nZm/ie/ZmvddsUjfPxZEHZwMvkS6tv0HScaTL8a8CYwplQ4ApQD/gpELZKGAEcHJer9aZpG5a35t/vpk1gf+4zHohSROBjwAdwDWSRubl55NGYJsFfDuPfX7YAlJf7/OBm/MgL4ctBu4BbgC+X9jcD4FvkO71f70mw3GkKwiXkEZgu6Kbfj0zK/BlfLNeJjfSj5IGIlol6QukRv9S0sN0H4+IHZK+C/wnIhZJGgE8BkyNiP2SHgBWRsQdks4gDeoyETgIrCUN3rNK0mzgK8AM0oA1W0iDweyQdAUwLSIulnRy/vlTImJ/ibvDrFdwY2/Wy0i6jPS0/Cfy6z6kB+sOAOsi4st5+VBS438u6cx9TUTcmstGk0ZROwv4BXBDRPwyl00B7iZ9gHgCuCAituayucCVpOGE1wEdkYbPRdJC4IyI+EzTd4JZL+PG3szMrM35nr2ZmVmbc2NvZmbW5tzYm5mZtTk39mZmZm3Ojb2ZmVmbc2NvZmbW5tzYm5mZtbn/A+F4tb5QMjF7AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(10,2),columns=['A','B'])\n",
    "\n",
    "fig = df.plot(figsize=(8,4))  # figsize：创建图表窗口，设置窗口大小\n",
    "\n",
    "plt.title('TITLETITLETITLE')  # 图名\n",
    "plt.xlabel('XXXXXX')  # x轴标签\n",
    "plt.ylabel('YYYYYY') # y轴标签\n",
    "\n",
    "plt.legend(loc = 'upper right') # 显示图例，loc表示位置\n",
    "\n",
    "plt.xlim([0,12])  # x轴边界\n",
    "plt.ylim([0,1.5])  # y轴边界\n",
    "\n",
    "plt.xticks(range(10))  # 设置x刻度\n",
    "plt.yticks([0,0.2,0.4,0.6,0.8,1.0,1.2])  # 设置y刻度\n",
    "\n",
    "fig.set_xticklabels(\"%.1f\" %i for i in range(10))  # x轴刻度标签\n",
    "fig.set_yticklabels(\"%.2f\" %i for i in [0,0.2,0.4,0.6,0.8,1.0,1.2])  # y轴刻度标签\n",
    "\n",
    "# 这里x轴范围是0-12，但刻度只是0-9，刻度标签使得其显示1位小数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d8b0248940>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#  独立设置 画线的样式\n",
    "s = pd.Series(np.random.randn(100).cumsum())\n",
    "s.plot(linestyle = '--',\n",
    "       marker = '.',\n",
    "       color=\"r\",\n",
    "      grid=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1d8b03d1cf8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直接用风格样式设置\n",
    "# 透明度与颜色版\n",
    "# s.plot(style=\"--.\",alpha = 0.8,colormap = 'Reds_r')\n",
    "df = pd.DataFrame(np.random.randn(100, 4),columns=list('ABCD')).cumsum()\n",
    "df.plot(style = '--.',alpha = 0.8,colormap = 'summer_r') #alpha为透明度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "图标注解"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(5,0.5,'Hello')"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(10,2))\n",
    "df.plot(style = '--o')\n",
    "plt.text(5,0.5,'Hello',fontsize=12)#添加注解 （5,0.5）"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "子图绘制 figure对象"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d8b05dcc50>]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1 = plt.figure(num=1,figsize=(8,6))\n",
    "plt.plot(np.random.rand(50).cumsum(),'k--')\n",
    "fig2 = plt.figure(num=2,figsize=(8,6))\n",
    "plt.plot(50-np.random.rand(50).cumsum(),'k--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "子图绘制 建子图后填充图表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 先建立子图 然后填充图表\n",
    "fig = plt.figure(figsize=(10,6),facecolor = 'gray')#背景颜色为gray\n",
    "\n",
    "ax1 = fig.add_subplot(2,2,1)\n",
    "plt.plot(np.random.rand(50).cumsum(),'k--')\n",
    "plt.plot(np.random.randn(50).cumsum(),'b--')\n",
    "\n",
    "ax2 = fig.add_subplot(2,2,2)\n",
    "ax2.hist(np.random.rand(50),alpha=0.5)\n",
    "\n",
    "ax4 = fig.add_subplot(2,2,4) \n",
    "df2 = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
    "ax4.plot(df2,alpha=0.5,linestyle='--',marker='.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用subplots子图数组填充图标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[<matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B160A240>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B18982E8>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B16FF978>]\n",
      " [<matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B1732048>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B175B710>\n",
      "  <matplotlib.axes._subplots.AxesSubplot object at 0x000001D8B1781D68>]] (2, 3) <class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1d8b17b2438>]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个新的figure，并返回一个subplot对象的numpy数组 → plt.subplot\n",
    "\n",
    "fig,axes = plt.subplots(2,3,figsize=(10,4))\n",
    "ts = pd.Series(np.random.randn(1000).cumsum())\n",
    "print(axes, axes.shape, type(axes))\n",
    "# 生成图表对象的数组\n",
    "\n",
    "ax1 = axes[0,1]#使用坐标为（0，1）的位置画布\n",
    "ax1.plot(ts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import  pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# plt.subplots 参数调整\n",
    "fig,axes = plt.subplots(2,2,sharex=True,sharey=True)\n",
    "# sharex,sharey：是否共享x，y刻度\n",
    "\n",
    "for i in range(2):\n",
    "    for j in range(2):\n",
    "        axes[i,j].hist(np.random.randn(500),color='k',alpha=0.5)#绘画直方图\n",
    "        \n",
    "# wspace,hspace：用于控制宽度和高度的百分比，比如subplot之间的间距\n",
    "plt.subplots_adjust(wspace=0.1,hspace=0)#对不同部位的画布进行间隔的设置"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "多系列图绘制"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(np.random.randn(1000, 4), columns=list('ABCD'))\n",
    "df = df.cumsum()\n",
    "df.plot(style = '--.',alpha = 0.4,grid = True,figsize = (20,8),\n",
    "       subplots = True,#是否绘制系列子图\n",
    "       layout = (1,4),#绘制子图矩阵，按顺序填充\n",
    "       sharex = False)#共享x坐标轴\n",
    "plt.subplots_adjust(wspace=0.3,hspace=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Series 与 DataFrame 绘图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plt.plot(kind='line', ax=None, figsize=None, use_index=True, title=None, grid=None, legend=False, \n",
    "style=None, logx=False, logy=False, loglog=False, xticks=None, yticks=None, xlim=None, ylim=None, \n",
    "rot=None, fontsize=None, colormap=None, table=False, yerr=None, x\n",
    "          参数含义：\n",
    "\n",
    "    series的index为横坐标\n",
    "    value为纵坐标\n",
    "    kind → line,bar,barh...（折线图，柱状图，柱状图-横...）\n",
    "    label → 图例标签，Dataframe格式以列名为label\n",
    "    style → 风格字符串，这里包括了linestyle（-），marker（.），color（g）\n",
    "    color → 颜色，有color指定时候，以color颜色为准\n",
    "    alpha → 透明度，0-1\n",
    "    use_index → 将索引用为刻度标签，默认为True\n",
    "    rot → 旋转刻度标签，0-360\n",
    "    grid → 显示网格，一般直接用plt.grid\n",
    "    xlim,ylim → x,y轴界限\n",
    "    xticks,yticks → x,y轴刻度值\n",
    "    figsize → 图像大小\n",
    "    title → 图名\n",
    "    legend → 是否显示图例，一般直接用plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x17fc96b0080>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CCQtHZMhXyAgRNILUeevkhkEIcVwIhAOsDq7GarHy5q43uWzmZRKwh0vICHHTCzexvHU5OZ2jpqSG/7nsf2ic2jjSRTtinUYnXfEuzJyJVVnJZDKkzTQvNL+Ay+rC1GahbfvpTU9z1clXHbMDK2SE+P7r3ycQDuC2uvm7U/+Oy2ddLoFbCDGmbezeSE+8B5fdRSqboi/RNyLlOCECdtAI0hptZSA1AAri0Tg/Xv5jZvtmj/pgsucTa9gIc9cbd2GkDZRSnD/5fN5qeQszZxLsD2JRFpRFkTWz7IjsoCvWxZaeLYd90g4ZId7a9RY9iZ6jqn0IhAO8sOUFuhPdmNpkbddaVgZXcmfjnaP+exZCiAMJGSFean4JpRR2ix2fx0elu3JEynJCBGybspExM2R1FjQ4rU6cVidBIziqA0lrtJU737iTTC5DtbuaqRVTyekc40vHE4qF6Ev14bA5sGAhq7MkM0ksykJGZ3BoB+0D7XwY/PCQyVUCoQC3vnorK9pXYLPYmFwxmV9c/ouPFLQ7BjqIpCJkc1k0GlOb7IzsHPXfsxDi4EJG6ITuGxM0glS5q5hSPoV4Ns7MypkjNpz2uA7YveleXtv+Go+vfxyHzUGVqwpTm1S4KphaOZU6b91IF/GQXtzyIi9ueZFaTy0Om4NpFdNw290oFBPKJnDtnGv53brf0drfSiadwW6147a7iSQjpHNpwvEwyWCSR9Y8st+JFjJCPLf5Oe579z6a+5rJ5XKUOEoIDgRZEljCLZ5bjvjELHWUUlNSQ1esi6SZJJFJsCuyi0giUuyvRghxDISMED98+4csb1mO3Wofsb4xI8mmbOyM7MRms5FKprh42sXSS7zYQkaIJ9qeIBKOsDq0Gpuy4bA5OHv82Zw+/nS+dNqXRvVBFzJCPLnxSXqTvURTUUrsJaTNNHecf8deVden153OD978Adt7txOOhcnmsqjB/zSanM7t95QdMkLc/vrtLAkswcj8dfL0/lQ/8XScJzc+SSKbOOIT021z01DbQFesi+BAEI/Dg0VZeHjVw2Oi+UEIsbegESRshIln4mTTWTZ0bTjh0iEHjSDlznJO9Z/K++3vs6pzFYFQYEQ6Lh+3ATtoBGmNtwIQTUYxdb6T1s7+nZwy7pQRLt3hBcIBwrEwNku+Oj9jZvjVml9x4ZQLKXeV4/P4AKhwV1BfWk8gHMBiseC2uZlaMRUjbbArsotMLkNwIMjzW57H7/HT4G8gaATZ3rs938scCsHdggWn1UlPvIftfduPqCp7dXA1X/vz17BZbNgsNurL6tncsxmH1cGqzlW8testrpl7zbB9X0KI4qvz1mGz2GiJtpA0k3TFunhkzSP4PX6yOnvcjwYJGSHuXX4v67vWs6lnE11GF5FkhEBXgJ9f+vNjHrSHPZe4UuqTSqnNSqlmpdRtw72/3WzKhpE1MFIGFiyUOkqpclfRHevm5eaX+f7S7xMIBY5VcY7I2s61/NvSf2Nzz2ZSmRQajcfhoS/eRyAcyAdhIwjkT6h4Jo5VWZlYNpE6bx0zqmZwqv9Uyl3leOwejLTBs5uf5aYXbyIQCmBTNlJmCq01NmzYLXaclny7fspM0Z/up7mvGZsa+v3cazteI5FN4HV4KXWW4ivxYbPYyOkcISPEgysfHLXftxDi4ExtUu4qB/JDSFe0r+Bbf/kW33r5W3z7L98+rs/rQDjA5p7NWC1WYukYla5KZvtmk81lWd+1/piXZ1ifsJVSVuBn5OfDbgPeV0o9q7XeMJz7DRkhHtvwGBZlIWbGGFc2DofFgVIq36PaCNIx0EFvvJefXfazUXWHGDJC/NPL/8TKjpWYufwQLYfVQW+8lxw5BjoGmFk9s9D+7vf6ueWsW9gR2YFVWXHb3dxy1i2FGoUXtr6AmTPpSfRQ6ixlWesyVgZXkswmmVA+gUpXJfP88+iKdbEjsoNtkW147V5OrT0130lviGV+fMPj9Kf6yZpZ6svqSefSWJSFvngfdpud9V3r+dGyH/Gfn/jPUfV9CyEOLmgECcfCeBwetKFJZBJ0Gp2EjBAWZWFj90aA4/a83tq9lZ54D267GwC3y12o+Zzrm3vMyzPcVeJnAc1a6+0ASqklwJXAsAbsoBEkmozSl+6jJ9uD0+rkrAlncdWsq3h609O8tvM10PDGrjd4bvNz3LDghuEszhEJGkF64j0oFHarHYXC1CZZncVusZPJZagtqd3r5Gic2sijVz3K+q71zPXNLVTTNPc2sza8lrARJpFJEE1G2RXZxevbX0drzdTKqUypnMJnGz7LG7veoMRRQigWwu/109rfOqQn7JAR4tE1j9LW30aVuwqHxcFlMy8jmU1S6ijl5W0vo5RCKYWRNqTHuBBjSMbMkMwmqSmpIRwL47a582OQFZimiUbTHe8+Ls/rQCjA4xsex6IsWJSFutI6bjrjJkqdpXtdZ4+l4Q7Y9UDrHq/bgLP3XEEpdSNwI4DP56Opqemod9qb7mV7y3aS2WS+Sjmn2dS+iag7ygRzAjZtI51LE0lEuLfpXixBC9O8045o+73pXqocVVQ5qo66vHtud11kHR2RDnK5HApFuaOcKnsVO+M7SZkpFIo3Nr7Bn7J/2m/ffvx0d3fTtLEJALthx511U6JKSOkUqWSKB955gEQugUYTNsJY41airijzmQ8mREojlFhL6En08Jflf6G7svuQ5f3f7f/Le73vYWQMSu2l1DprsXRbCMVC5LI53MpNNBPFNE02d2zmw5UfEvGO3V7jhmEU5RgVAkb38dSb7uV/tv0PrQOtVDuqOaPsDHYYOwibYSxYSJPGTJqsbF3J0neWEqkcu+f1vnrTvTzY/CAf9H5ARmfI5XKUukup6slf8/e8zh4twzAOv9Kg4Q7Y6gDL9F4vtH4IeAhg1qxZurGxsSg7Pil0Etf/8XrisTilrlKqvFXMnzefSzyX0PRYE9v6toGCnlwPS9NLueyMywAOm1YzZIT42fs/I2vN0mJp4eYzbi7KnWXICHHvO/eyS+3C7rCzuG4xDquDv53zt2zo3sCLW1+kNdrKpPJJzJ82n2mnTmP+uPmH3GYjjZwVOotH1jzCq9tfpSXaQiKXKHQyc9ld1PprWXTuIvxeP4uMRdz99t08t+U5FIot9i38/Rl/f9DP98T6J1i9djWxbAwTkzRpGiY28I+X/iMw2HFuaZhtfdtwWBxM8k0iMy7D7JNnA4f/rkejpqYminWMCjGaj6cn1j/B6tWrC02JV5x8BYEPAmg0GTIoFBPLJ1LprmT8zPE0NjSOdJGLlhr5te2voUIKq2HFbXFT5izjlsZbuHru1UUsbd6R3LANd8BuAybu8XoC0DHM+wSgwd/AV6Z9hdfTr5PL5RhXOq4wFvnb536b21+/nZSZwm13Y+ZMAuEAj655FCNtMLd2LjefeeBAHDSC7IzsJGSEqHBVFG2IQ/tAO8tblrMzspO+RB/bo9u5+uSruXzW5Vw+63LOnXAuT216imp3NeWu8iGPIW/wN3DpjEv5/drfE0lGyJHvGW7BQn1ZPdXu6kJ1lt/rZ9HERTyx4Qk8Dg9rQ2sP+vlCRojfrP0NRsYgo/Mnr1KKS6ZfUlg/aASZWT2TnmQPLZEW3m55m009m3huy3P4PX7KXeV4Hd6DftdCiJHTMdBBNpelqqSKVDZFa39rIdeDmctXhzusDgD8npE9f3dna3xm8zO4bC4S2QRXzbqKxZMXH/G1JWSE+M2a37AutI5EJoG3xMsFUy9g8eTFw1T6oRvugP0+MFMpNRVoB64D/s8w77Ngmncal51x2X53XJfPupz3O95nRfsK7FY7daX54BeOhakuqSabyxIIBw54p2ZTNpa1LKM73o3T5sRpcxYl+09bfxubujYRSUVQShFNRpld89exy9fMvYbFkxd/pLtHj8NDZUklA5kB0tk0VouVanc1Z9WftV/wr3RXUuWuKmROa+5tPuDne2HrC7zf/j42ZcOChRJHCdMqpzG1cmphnTpvHRPLJ9ISbaG5u5kcOVqjrXTFuih1lHLe5PM4qfqk47L9SwyvQCiwX58NcXBH8uS5e905NXOYUj6FjM7gK/Fx6cxLCXQFSOfS6Jxmnn8eVquVOk8dr+98ndm+A9ec7d6eTdnI6iyReIQN3Ruo9dR+pIB6oPLevvR2Xtr6Ev2pfpw2JwpFIBzgoraLjjifRNAI0pPoIW2mUSgsysJ1c68bFdeoYQ3YWuusUuprwMuAFfil1vqY9oXf/eS477IfXPCDvdLtAVS7q9nRtwO33c3v1/0eM2dSXVLN5SddTigWYq5vbv7As9gKSUmWtSzjuc3PcUb9GR+5GiZkhPj9ut+TU/mnX4/Dg91ix9TmYT/LUJTYS/DYPXgcHpxWJwsnLORb53yLCnfFfmVuqG3g3Inn8k7rO4SMEEsCS3i75W2+MP8LhcAdMkI8sf4JYtlYvm3HWcppdadx2rjT9krZ5/f6ufnMm8nlcqzoWEEinchXnWfTRHSEjd0bmeObQ523Tmb5EkMWCAX4wjNfoD/Zj8fh4b5L7huTE/kcKyEjxP3v3U/YCGOxWPj6WV8/6E1OyAhx99t309rfitvm5vvnf59MLlO4MTqp+iSWtS6j2l1NpbuSe96+h7ROE01GCYQD/GXbX/LNbTYXN595MwA/e/9nRJNRPgh+gNvq5p32d7BgwW6zM8c3h7sa7/pIf7/d14yV7StZ2ZYfVZPIJohn47isLkodpURSkSN+IKjz1uVTLOssle5KKt2VhGKhIy7fcBj2xCla6xeBF4d7P0fK7/WzvHU54Vg4/9rjx261kzbTrA6uZmdkJ5XuShwWB3/Z/pf8GOVsiqmVU4kkI8TSMWLEGEgO8IM3f8Al0y+hrrTuoNW7hwpIQSNIbUkts6pnsTa8FouyMKFsAosmLirKZ83qLAsnLORcdS4hI8T1p19/0BPE7/Vz/WnXs3THUroT3UTaI7zT+g7rQ+uZ45/DbYtuI6uzlDnLUFqR0/nmhpvOuOmAd8t+r5/rGq7jz81/prm3mf50PyYmOTP/tD3eM56NXRu5e9ndOKwOZlbNPOFSH4ojs75rPV2xLlJmit5E75iZyGekBI0gm7s3s6V3Cy6riwdWPMBdF9x1wO8rEA7w5q432RHZQTKTZFP3Jh6+4uFCgG/wNxR+DoQCdMQ62B7ZTl1pHQ2+Bl7f8Tp+r5/pldMLuSK64930JfpoibQQioVI59IAWDIW3m9/n1teuoU/XP2HI6op2d3npzfRy/NbnieVTRFNRQtZHrMqS6fRyVn1Zw25+XB3tfqOyA4mlU6iJdJCracWt909IkO4DuS4zXR2OCEjxH+/+99s79uO3+Nntm82W7q3EDJChGNh0rk0/al+HFYH5c5yyl3ldMW7iKQi+Dy+fPa0nImpTbpiXawLr6PEXnLAu7lAKMADKx7AbXNT7irfL6jXeetI59KUu8o5d8K5fGL6J/jUjE8VraqvzltHuaucbC7LjOoZh01cb7Pa8Hl97IruImWmCjNvdRgdKBR/c/Lf5NO9Wm2UOEo4fdzpzKiecdALZoO/gUeueoTH1j/Gf7/338TSMZRSJDIJ7njjDqwWKz2JHqzKSlt/G5fOvFQuvuKgatw1xDPxQvXntr5tkknvEOq8dbhsLvqT/VhdVrTWB33q7Ev00Wl0Ek1G0WhWh1Zz5xt38vPLfr7f+lmdpcGXT0Vst9p5dM2jbO3ZSnNvM93xbr58+pfxeXwEwgE2dm2kL9GHyV9rDXPkcFldxNIxlrUuO6Lr3fsd77N0x1JsFhuxdAy71Y5d5WslLVhQKMZ5x/HF+V8c0rVkd7rmpzc9zUB6AJfNxSm+U/jcvM8d1QyGxXbCBuxAOMDOyE6S2SSdRic+j48dfTvoS/UVEoZkdRaLmR+i1JvoxePwMJAcQOfymcdSZoqMmUGj2dG3gxlVMwrVu2s61xBNRommojyy9hFaIi1UuauYXTN7v45cazvX8tym53DandR6aosarOGvVdNDrXKu89ZR5igDKFTLm9okmoqyuXszD37wIGbOxG1zU11SjcfhOexdbIO/gazO8k7bO7zb9i6JTAKLxUJfsg+lFFZlxTTz04Tu6NtRnA8ujjshI8SfNv+JMmcZiUyFnL+mAAAgAElEQVSCUkcpsXSMZzY/U5T20OPVBVMu4O2Wt4mkIrzb9i5n15+937UgZIR4fuvzpM00OXJYlRW7shPPxA8Y4Ou8dbjsLjb3bKYv0YfD6sBlc+Gyu5hSPqVwHY2lYhgZo/D0a8FCjhw2ZSNhJoin46zqXEXICA05uN799t1s6NpAKpvCxMSaseKyuXBb3NisNkodpaTNNI+tf4xlrcsOG3SDRpBNPZtIZgdnPMxliKajzKiaMWqCNZzAARugpqSG1v5WkmYSjabWW0tWZ+lP9QOgtCKt89U3CTOBI+sgp3LMqZ2Dr8RHc28z60LryOQyGGkDq7KyrGUZ9793Pxu6NpDNZUlmk4Wg3trfSneiO199tEd78I/f+TGxbAy7zY6ZM1nftb7oB8mRtn9nchnGe8fTNtCWr0nAJGkm2di9EV+JD6fdSY2jhmmV0/j6WV8f0rbrvHWcM/EcSp2lvLrtVdJmmkwuA+TvtrNkSeVS/GLVL1g4YeGoOlHE6LCmcw2vNL9CVUkV0VQUh9XBtKppVLmrpPPiAYSMED9d8VNWtq8s9OxuibZw15t38VLzS9zReMdfq7jDAd5rew+HxYHT4sRqseK0OZlcMfmAN+R+r5+F4xfy4pYXsVltJLIJMrkMFmXB5/FR561jVXAVRsZAa12Yr6DWU8vE8onYrXa6Y91cOO1CKlwVQ/77/WnDn1gfXk86my48sSulqHRX4nV6sSkbbf1t9CZ6WRdeh9fhZVrltENOG2zBQktfC6lsiozOf4awEebxDY+PqilFT9iA3VDbwPlTzmdj10YyZob/c8r/4TdrfpO/s7RY8dg9+bbqTAynzUkikyBuxgHY2rOVaZXT+Py8z/PvS/+dtE5js9jYFdnFV5/7Kn3JfNXP7qqZ3T9DfqKNbC5bODiDRjCfy9vqJJPLYGpzxNtLgkaQmVX5OV9f3fYqPYkeIsn8PNcOq4NIKsJk52QWjF/AP539T0MOrHs+6Z838Tzuf+9+IskIpjYpsZWg0ZzsO5meeM8RV5GJ49vuOZmXty4nmU2iE5raklqsFivjveOPaKjjiWT3MNSd/TuJJCOFh4dUNsXrO1+HJgrpmZt7mmkfaMdtc1PhqmBWzSxmVM7ga2d+7aABa0L5BBxWB0kzmT+PLSX4PX4WjF9AV6yLP6z7A73xXtD5zq81nho+d8rn2NSzie5YN6Y26Y33UlNSM6S/XyAU4Kfv/xQjbZDlrzMTVrgqaPA1cP3p19OT6OHBDx6ko7+DVCpFJpehN9F7yGtKKBZietV0qkqq2BnZiVKKGVUzCvM2SMAeYX6vny/N/xIPrHiAWDrGknVLmF45nRtOuwGrxQrAD9/+IYFwgKyZr9pROp8mNJKM0B3rptZTy6SKSXQnuumOdfNB8AMSmUThrm/P9hoAh8WBw+qgJ9FTODjrvHWUOks51X9qfnD+WbeMeKCq89YVhrddPP1i5tTM4Q+BP7AquCo/DtPmZlLFpCMK1rvtftKv89axqnMVT216ikwuQyaXIW2mWdmxEpuysbx1OVedfNWoOVHEyAkZIb772ndZ3rqcVDZFd7ybEnsJ06umc96k8zhj/BlcOPVCOVYOwKZstA+0YyQNXHZXvlZLZ/Lpq9KwsmMlb+16i8WTF/P05qdRKKwWK1WuKpLZJN3Jbh7b8Bg+j++A3+/k8snUl9WT7EmSURlOqzuN3mQvS9Yt4fnNz7O1dytl7jI0mlNqT+H08adz/pTzSZkpZlXP4q1db1HuKufaOdcO6e+3vms9brubKRVTaIu2YbFYcNlcTCyfyJzaOYWx0i9seYFtvdtIm2nSZhqbsh2y2l1rTSwTI2Pmn67NnMn2yHYa/A2j6kbwhA3YkG+jNnMmS3cuZSA1QE1JDV887YucPeFsVneu5qJpF3HOhHNYFVxFMptkS88WUFDuKsdhdVDpruT8KecTCAUIDYSI5+L77cOKFZfdRYm9hDJnGV6HF6/DW/i93+tnQd0Cosko1zVcN+LBeneZ9m3zXjhhIbe8eAs7ojuIZ+L0JfoOeSIPZR9fmP8FdkR20BXrotxZTigWIpFJ4HbkE+yfaPPuigPbnV8/k8vQGevMz/k++ARktVhJmamRLuKoFDJC3PfefRgpg0Q2QbmrHLfNTX+qn/50P1mdpTvRzR/X/5FKdyU5ctR6a/NZCSsmUeet49RxpxZGuBzoXMzqLKfUnkJO59jSvYUN3RuIZ+LEM3FsysZAeoBSZylVlVVcd8p1XHXyVUB+HodoMkqH0QEKfrn6l9y66NbDnu9zfXNRKGwWG1Mqp/Dl07/MpPJJVLor96q6/uJpX6Q12kowFiSaiFJiLylM/LTvPpp2NPGDN35AW38bdoudcd5xzK6ZjcPq4DNzPjOqrkEndMCu89bR0d9Bb6IXi7LQnejmhS0vcPaEsws9K20WGxdNv4gLp1zIT1b8hM3dmylxlBTaoRtqG/j16l+zNrSWvlQfOTOHRlPqLCWeieOwOvA6vMz1zaXMVcbJNScDFA6ckBGiP9VPJpc5qgBYbPu2efs8PkqdpXTFusjkMmzo3sDE8olHVV3UUNvAWfVnsaJ9BelsmnJnef5iYvSTzqRHXfuRGBl13jqmV03n7Za3yZpZPHYPNmUjkozQaXSypnMNa0Nrh3TBP5EEjSD9yX4SZgKfx0c2l8Xn8eWbn7TGaXMWcj70JfroGOjAqvLt1jecdgOrQ6sJGSFsFttBnzLrvHX5TqMWKz6vD5uyYebMfL+ejJG/CfDUctq40/aqMbv5zJt5etPTvLr9VQBWtK8Y0g16lbsKt92Nx+5hVs0s/v7UA6dOLneWg4IyZxnJTJK0meaD4Ad7TWi0exjX917/Hh0DHZjaZI5vTn46UXc59aX1hx1Rc6yd0AHb7/Xzt3P+lmVty4hn4ihT8cTGJ7h27rU0+Bv2e8qc7Zu9V7KV3QfKZTMv47H1j2H0GGilmVwxmRtOu4F32t4hm8vidXi5/rTr+dXqXxEIB5g/bn7hBAiEA3QYHcyumU1vondUtZfsKWgEyZGjxF5CLBMjno7zYfDDI5oze19+r59bF91a+E77En38fOXP2dG3A7/XP+raj8TIqffWk8vlEwulzTR1pXVcNPUifr3m1+R0jt5EL7OqZ0kzyh7qvHVYLBbi6TgzqmYwqXwSZ4w/g2p3Nc9ueZYPgx8C+aAGcErtKfi9fnK5HNOqprFo0qLDjizxe/18/ayvc9cbd9E50IndbsdhddAebS90QLNb7Pzbx/5tr234vX5mVM2g0lWJ2+5mIDkwpM+0PbIdj93DORPPIZlNHvD6EDJCPLzqYTx2DwPpAerL6qkqqeLk6pMLPdf/vPXPPPDeA+yK7KI12orNaiObzRJJRrh46sV8Zu5nRuXDwgkdsCGfpnRJYAnvd7xPTUkNHrun0Et736fMg/W03j3O+M/NfwYoDMvaN1mKkTH4MPghX1nwlcLT9a9W/Yr32t9jbedaPjb5Y6OqvWRPdd466kvrsSorFiyUu8s5ve70Ic+ZfTB7fqchI8Sy1mW0RFtIZpNUOCsK38fuTkfAqDyRxPAIGSHueuMuHt/wOAkzQbW7GrfdzZdO+xLzxs2jZEMJ8XScDV0beGDFA2zp2SKJdwb5vX4+PfPT7Ozbic1io8xZVrihObnmZL73+vdImSnimThLAkto6W+hJdJSqGEc6siSBn8DX17wZdK5NLN9s/nNmt9g6nyPdIBoMsrmns37JWtqqG3g7Aln0xJtodxZPqR85JWuSqwWKyEjRHVJ9QGvl0EjSIW7AqUUM6tn0h3Pd27L5DJEEhH+sPYPfOOlbxTGhWs0ylTYLXamVUzja2d9bVQ0TR7ICR+w/V4/t3/sdr75l29iVdaPnNVmzwxAe257r4Dv8RdOhJAR4ulNT+eraaw2MmaGcyacM2ovNLvTuZ45/kye2vQU40vHU1daV9QbDL/Xz23n3YZC4ba7+buGvyt8Vz9864e8sv2V/Pc08Rzu+fg9o/a7EsUTNIJ0DHTgdXpJZBPkyFHpruRTMz6Fz+PjpKqTeGbzMySyCbZ2b6U/0c/smtlHNMd9cCBIp9HJ+NLxx90x1dzbDOSHae4OoEAhW2FXrIs3dr2BBQulzlKm+qZ+pMRFp/hP4RT/KbT3t1PprqQ/1c9AeiA/QYjNQbW7er/3+L1+vjj/i9z43I247W5+suIn+drNQ9yQl7vKaZzSyPxx8ws1Avuq89blJ0lylmOz2Lhi1hXc/fbdmDmTm168CZuy0ZfsI0eu8J3YrXZmVs1kYsXEo34IGU4nfMAGaJzayKNXPTrskwnYrXaiqShL1i3hyY1P0hProTPWyZTyKfkJOtyVw7LfYvF7/dyw4AYun3X58Ob9VtBpdBZO4L5EH2+3vM32vu0AdG/pZvGkxdyw4AbJQX6cq/PWEc/Giafj1JfWM61yGv9y7r8UztFFkxbRtLMJI52fNa7D6OC/3v2vIY/jDxkh/uGpf2AgNcD8cfO584I7x/RxtOf50DnQyfNbnieailJTUrNXp6s6bx3ZXJZlrctIZBLYrXZSZopyZ/lHarfd3VE1EA5Q4aqg0+hkeevyfDuwv+GgM12FYiEGMgN0xfPZIjd0bWC2b/ZB852nsinKnGUsqFtw0Ovlvp1mVwVX0ZvopSfRQ2u0FZfNhalNbMpGTudwW91YLPlht3vW6o1GErAHHegJudiiySjPbn6WQDiQ7z3pKCWRThBLxzi7/uxR18HhYD7qJCRDEQgHWNG+AofFwaaeTWzt2UpXvCuflc5MYsdOggRLAktYOGEhS9YvoT/ZT4W7QqbpPA5t7NrIxq6NhZ7B/3Luv+xVtbpo4iLKXeWFHNUehweFGnLyoSc3PMl77e9hs9joGOjg4mkXj9kUpyEjVJhoo62/jW1922iJtuC25Udd1JfVF4KR3+tnnn8ez25+FqUUKTOFkTH45IxPfuRzaPd1oaG2Ya/ZuQ57M63zMyXGM3HWhdeRzCYPmu88p3NUuasw0sYhH3D2vEbZrXacNie98V7SuTS5dA4LFrxOLxXOCk6uOblQozfas+VJwD6GWvtbCYQDRJIRNJq+ZB8AnbFO4tn9h4SdqDJmhuBAkN5EL9sj2wkbYbTOV11lyWLRFlqjrfy5+c+0RlvpjneTDCcpdZTyD/P+YVSfcCNprE1JuXuWqYHUANWealw2136zJjX4G/jJp37C95d+nw1dG3BYHZQ6S4fUrBUyQjy58UnSZhqNJm2m6Un0DNfHGTa7n6p74j2F2at2RnYSTUWxKiupTIo5vjn7ZSScUTUDj8ODmcy345bYSnhp20ssmrToqM6hI7mhb6htYGLZxHztmQYjZWCkjQPmOw8ZIR5c+SCRVH5CoqH2VWiobWBi+URao60oVD6Hud1FpbuS7y767lHNtHisHVXAVkp9BrgDmA2cpbVeucfvvgtcD5jA17XWLx/Nvsa6kBHipa0vFS4OuzmtTipcFfSn+qVHNPmTa8H4Bby89eV8Tt9shoyZwWFz4FKu/JOW1cZAZoD32t4jFAuxqnMV2VyWteG1BMIBad8+gEAowBee/kL+Im6x8n8v/L9cPefqkS7WIQWNIDUlNVSWVBLPxCl1HDgQN05t5AnfE7yy7RV2RnZy2czLhnRDEjSCTKucxtberUSTUapKqoo2Q96xsvupOpvL0hpt5Z22d4gmoqSyKRQKh9WB0+bkE9M/sd93snjyYj4545O8sv0VYukYdWV1uG3uY3od8nv9XDz9Yt5seTOfBZIsOyI7cFgdfEN9Y691A+EAS3cupdZTy+bU5iPK06BzujDZSDqXptReSrW7mqmVU5k/bv5wfLRhcbRP2AHgauD/23OhUmoOcB0wFxgPvKqUOknrfSZ4PoEEjSDVJdU01DawtnMtSinMnEmpoxSNZpx33KhuOzlW/F4/n5n9GZ7Z+AwWLPQkenA73HgdXrK5LG6rm6SZzOf+jbbQPtBO1syi0SQyCZa1LJOEKwcQCAcKcwPncjluffVWTqo+aVQ/add56yhzlnGq/1TS2fRebdf78nv9LJq0iM5YJ9FUdEgTSeze/oLxCxhIDnBdw3X4PL4jLudIjmAIGkEiiQi9yV6e3/w8pjaJZ+Lowf9yOseE0gl8asan9nuv3+vnxx//Mb9b9zv+uP6PTC6fPCIpXuf65jLeO55QLFSorg4aQd5te3evv3dO5+hP9eOyubAoy5C3HzSCVLmr8Hv8JLNJYukYc3xzmF83f8w0Q+52VAFba70R8onX93ElsERrnQJ2KKWagbOAd45mf2PZ7ikuz64/m/rSehZOWMj0yul0xbuodleP+raTYykcD+Pz+LBarXQZXeR0rjCOdNGERdz5xp2EY2FCRqhw7GV1PmjHMjH6En0j/AlGn4baBrTO55C2Kiv9qf4xka99U88mFIpZNbOY7Zt9yHUHUgM07WxiY9dGUmaKq2ZddcjzSmvN1t6t5HQOI2OwLryOlv6WIfeF2J1447frfsum7k1Uuio5d+K5x3RYWSQR4ZnNzxA2wiRzycJMWFaslLvLmVYxjVsX3XrIG52rTr6KaDLKxPKJLKxfeMyvQ/PHzeeCqRfw6vZX80lOcmli6Rj3r7h/r86D06umM7ViKmWOMiZXTh5ysK3z1jGudBxV7irS2TQXTrmQz8///JgcHjpcbdj1wLt7vG4bXLYfpdSNwI0APp+PpqamohXCMIyibu9ozc/Mp9fs5fzK86nKVEEYqqgCY7BzDRtHuoijQsyIEY/FiSajpHNpHNrBzvBO/qbib7CH7dRYa4gSJU0arTU2bFiw4FEe7KadwPoANV01w1K20XZMDVUwEWSuay6d/Z1YlIV0Ks0rq17B3mlnmnfaSBfvgJqNZnq6e5jmnUaoPcRzTc8xwzvjoOuvi6yjuaOZldmVxLNxljUv48yqM7lu0nVUOar2W39593K2d26n3lVPx0AH28xtlNvLeS526P0A9KZ7eXj7wwT6A4STYZRSGA6D1enVPJc5/Pt3O5rjqTfdy0+af0Kv0Us2lx+KlCOfXMaqrOQyOSrNSiztFpq6Dr6PbQPbeHnHy4x3j+etNW9xZf2VB/y+htMlzksYXzee32d/T2eikxJrCd2Rbn7y8k+4ZNwl9KZ7MTIG5elyTnaezOnqdDauHPo18zx1HhNqJqDRTPVMxdpiZWPL6LjmGoYx5HUPG7CVUq8C4w7wq+9prZ852NsOsEwfYBla64eAhwBmzZqlGxsbD1ekIWtqaqKY2xPHRiONTJs7je+88h2ae5up8dRQ7ixn/MzxNE5p5I30GzSvbyan8xenMncZZY4yYpkYHreHbbZtnFp7KplcpugdrMbiMRUyQixpWoLhNJhSNYWkmaQr1sWWzBbCXWF+fubPR+WT9kn9J/F0/9O4PW7qy+q5/MzLD/1EtAPaNrSRyCTQaFzKha3CxrRTp+3XThkIBXj1z68SyoYwTROHy4Gzwsn02ul77edgwwZf2voS7dvaUQ6FTmlSuRTdmW78Vj8Lzxz61LBHczz9bu3v2LBmAxkymJgoFCW2Epx2J74SHw2+hr2mzzwYT7uHaalpnDvpXDoGOpg2d//v61i4mqs5f8f5fPWFr7IrsguA1yOvk/Dm/57L25ZjV3a81V5uOfeWMfd0fDBHcsN22ICttb74I5ShDZi4x+sJQMdH2I44QTVObeSej9+zX0Kb3ZOGbO/bXkgKUVNSw+SKyYQGQiiLYmVwJU9vehq/18/40vH8/NLRGZCOlaARJJ6JM6liEjOrZ7K2cy3RZBSLxUI2lx2W+df39VHGy1e6K2mc0sjUiqmcN+m8w74vFAtRU1JDV6yLlJnKV/9brPu1yYaMEN98+Zssb1uOQkEOLp15KWdOOHOvyR4CoQA/WvYjjLSBx+7htvNuK2QwfHLjk0RSEXpiPSil8Dq8+Vnsyicdk8QbISPE4+sfL/SotlvsuO1uzqg7g+sarmNq5dQhV/lOKp/EjOoZdAx0HDJv+LHQOLWRL83/EvcsvwershJNRlm6cymmNgkbYWxWG/2pfj590qfH7PC7ozFcVeLPAr9XSv0X+U5nM4EVw7QvcZw6WEKb3SkNlVKks2lm1czi+tOu59+b/p2N3RuJpWOkzTS98V4cFscxCUijWZ23DiNtEE1GqS+tpzvZjZE22Ny9mTm+OcM+/3rICPHTFT/NJ6uw2IbcRpw205Q5y5g3bt6Q1p/rm8s477j8mOKUQUNtQ2FCkN03DDZlY33XenoSPSgUTpsTi8WSTxySTbGxayNPb3oaq7Lmx2h3vEcim8jnTMgmuOnMm4D8uOFSRymRRASAbC5L0kzm81IfRX79oXpr11ts7d1KhbOC3mQvLpsr/7esncsZ9Wcc0RPygWbnG0mXzryUR9c+Slt/G2WOMrI6SzQZBQVOmxNTm2Ny+F0xHO2wrr8BfgL4gBeUUqu11pdordcrpR4DNgBZ4OYTuYe4+OgOlvJ1z0lDdnc+sVvsxNIxUtkUOXIMpAewxPKTD5zo0mYau8VOd6KbCmcF5b7yIxoCdSB7PjUDB73gB40gzb3NJLIJJpVNGvKwIZvFxsk1J1PhqhhSeRr8Dfzi8l+wrHUZb+56k1pvbaGc9717H32JPj7o+ICczrG5ZzNaazJmhjpvHV3xLjZs2MCPlv2IXC5HTudIZpOY2iSby5KypFjWsoyszpIxMzTtaCJjZsiSpdRRisvm4szxZ1LlriIUC9HA8N0ghowQv133WzqNTkpsJdSX1TOlYgpzfXM/ci/v4UyGdKQa/A3c8/F7uP3125lQNoE1nWvQWqO0Im2mmVw2ecwNvyuWo+0l/hTw1EF+9x/AfxzN9oU4mH0vMKs7V+Pz+Kjx1BCOhTGzJnarnXJXOX/a9CcWTcqf4KPlKeJY2DOhhtaaeePm0ZvopTXaSl+yLz/veDw8pCFQB9r2T1f8lL5kHw6rg7SZJpPN4C/17/cEbVM2VgVXYaQNtvVu4+rZBx//vecQKb/HT5mzDDM39Hv93Tcf9793P2kzzRs73+CmM27i/fb3MVIG2/q2YaQMTExclvxT6bVzr2VtaC1rOtfQn+oHBjtt6RxWZSVDhrSZRilFJBFhXXhdITe3VVmxW+xYLBba+9uJpWO8uPXFYe2BHAgH2NKzBRSkcinO9p/NHY13DC2r2Bjx8WkfZ0PXBiKJCLsiuyh1lmJTNjx2D/98zj+fsDVmkulMHBd2j6lNZBKYpkmOXGHc5or2Fdz/7v1EUhFKbCWUOEqO+zSmuxNq9Kf6SWQSOG1OIskIdaV1fOPsb/D81ueZ5593xFOY7ptVK5lNksgk2NyzmXHecThsjv22t61vG7FMjFg2RspI8fCqh5ntm33AaRG/9/r3eKX5Few2O3aLnSkVU5hcMZk7G4ee43t913pyOodCERwIsiSwhM1dm4lmohjpfI9ci7IU5kv+1IxPsSa0hlgmRsbM/LWnNVbKXGXYrXbGl44nHAuzK7ILi8pPlDGQHMCqrPg8PmZUzkCjOXXcqfn9Fjn5SMgIsa1vG9MrpxeWjfeOx2qxcl3DdcddALNb7UwoncCr21/FSBvEs3Emlk1k4cSFB81LfiKQgC2OC36vn2vnXsvOyE7aB9oxcybtA+3E03H6En38dMVPcdqczKyayZSKKcd9cpWgESQ4kJ/pqrm3mfrSejx2D9fOuRafx8eW3i1s7N7IxLKJh61C3bP9975378Pr9GJVVpKZJFt6thCOhYmkIrT3t9Of7OcrC76y1/tj6RiQf2p12Bx7TUKxp0A4wOvbXyecCGOaJlmdpW2gjUA4wMVTh57je65vLiX2Enb27SSnc/Ql+kiYCazKilM5MTGxKisl9vyNW4O/gatmXcUHHR9gt9rpMXrQFo3WOh+cXaW0RFtIm2mS/397dx7fVnkmevz3aJclx7tlxwlZSHAWA4FCGhJCA80wJQylpS1lukNbyi2lA+1ApwvTMi0DF2jLZVp6P9y5vXSh7TDDp+xQGsBMEkghhZCYbA5ZHDu24t2WJWt97x9HFk7iJHasxJH1fPnk87F0js4iHunRe877Pm9iEJvYCPgDlHpL+cyZn7HGevsCfP+V77Onew9zy+ZmteNWMBTkB/U/YHvHdsp95SypWYLb5sZld3FO9TmTMoEFQ0Gebnya15tfB4FCVyEfOv1D3Lh4cv/QPhZN2GrSqKusY2HlQgbiA8QSMcq8Zezr3UeSJP3xfvrj/XS3dNPY1YjD7sjJwgmjVe2vpnewl7farJmKIokIoXjIur8aqOPL536ZB994kLMCZx11O8FQkHvW3WNV1Ar30B/rZ1bpLEo8JfQM9mQKm6RIMcUxhSnuKQfdww2GgjR2NeJxekgkExQ6C484LWs0ESWejGNShriJA5BMJcfcyaguUMf3ln+PG565gXA8zI6uHaRMCpfdBTao8dcwfcp0bllyS6Y86/IZy6nwVZAyKcKusHUJ3CbYxEaBqwBb2IbH6WEwPojb4abcW87dK+8+aCKSK864gv5oP1cvvDqrcdUaamVX9y529+zm9ZbXea7xOQxm0sYuWOfcO9hLkiSxeAyb2Njds3uiD2vCacJWk8ahndFe2fMKP13/U+syOdZ90BQpYqkYmw9sntSt7IA/wAXTL2BTcBOhWIi+aB9TXFMyywucBTQcaGBr+1b+vOvP/NOyfxrxsuqavWt4bOtjROIREqkENpsNn9tHQ7CBbZ3bMjWrBavUbnukPXMPF+Drz32dl3a/lJnG8MLTLmTV3FUjHrPH4aHYU0zHYAeSsko5OG1OyrxlY+5kNLt0NvPL57MxuJF4Ik4ylaTEW0KVv4pvXvBNrqg9fEy32+7G6/BS5a+iP9ZPPBWn1FvKJxd8kofefIjuwW4SJoHLuIgkIiQP6Uc7dM/9WGO4x8ohDnZ27bSqmSWtFr7NZsPv9BM3Y7ulkSsc4mBH5w6SScm0p04AACAASURBVGtikjklcyj1lk7Kcx0LTdhqUhneGS3gC/BM4zPs7NpJf6w/0xKMxCNEYpFJXcI0GAqSTCXpHOxkMD6IiNVaDPis92ZbxzYauxoZiA/gtDkRhPsuve+gL8P63fXcteYuWnpbMpeRfS4fe3v20hvtRUSsTlkmjgMHLpuLVCrF7u7d1rCjzkZeePeFzLAoI4a32t6iwl/BK3tfOagfQTAU5Debf0OKFGWeMvpifZkke8eKO8Z8j7baX015QTmxeIxoyvpR0RnuZGrhVJr6mg5bvzXUyvzy+SyZtoSX97zM/Mr52LBx0+KbmF8xn7aBNl5tepWtHVtx2V10R7oPix+3w01vtDdzPvevv5+OcAfVhdWj7jPREGxg3b51B5UrTphE5h56Kmn1zXCkHOwP7cdpc07KOQgSJsHFsy5mf99+3u1+l9klsyekzvmpRhO2mrTqAnX86iO/4rmdz/Hkjidp6W2hN9rLYMJKYK81vzYpa7g3BBu4dfWtvNr0KtFEFJvYmFkyk7pA3UFFPexiJ5VKETdxtrRvYc3eNXx84ccJhoI8sukR7l9/P53hThJYr0mYBOF4mKbepsx7aDM27NgpLSilI9zBto5tvNv1Lm+2vkk0Ec30uh6IDSAuIWVS1uVmhIYDDZkWaMOBBtbvs6oZx1NxKn2VlHhKWFS1iNmlYy+dGvAH+Pu6v+cvLX+hO9KNw+7Ajp355fNJpBKHtdSq/dUUe4tJpBIsrllsDXcbdsvkjhV38Pi2x3ngLw/gc/nAcNh8zKFYiLda36KiwJpApLGrEY/DQzgWHrFlGAwF2RnayfyQ1QGvIdjAl576Es19zYgIl8+9nDtW3IFDHAzEB/A4PcSSMQCmF03nrMqzDir0MplU+6up9FVS6i1lTtmcw/5/5CtN2GpSGxrHfdmcy3jg9Qdo7m1mc/tmLj39UtwO90FfpNm6hDmRgqEgt798O/V76oklrLHXYhMw1pfgUAulrrKOJdOX8MyOZ+ge7KYv1sdda+/CJjYe2fwIf971Z6uKVrqisA0bHocHsOYrt9vs+Jw+KnwVDMYHmeKZQm+0F7fDTSKZoKW/BTGSeb3f7ed91e+jsauR1btWc0HNBfxu8+9ImiSl3lLmlc2jN9pLsaeYioIKZhTPYE7pnHG1qpbPWM4lMy/hhV0vkDIpnHYnLrtrxGpexyoeMjRJxo7OHfREeyh2Fx80+UQwFOSlXS/xRusbrGtaR11lHeFYmK5wF4I1HGxj28bMtoOhIN+v/z69wV6a3rAmHHmn/R3aw+14HV5iyRjbO6wpJMsKynhf9ftw2pxs79xOPBnHbXdnqplNRqdaMZdThSZslRfqAnX88OIfsqF1A/e/dj+ReOSgZNAQbODutXcTToSZVTzrpM64lC3BUJBfv/1r1u5bm5lyFKxbA/+49B8Pum8b8Af4aO1HeWXPKwwmBnHYHHRHuvnXNf/K/tB+BmIDmdcX2AsoKSjBY/fQE+nJ3LeOp+LUltVSU1hDcCBIR7iDSDxCNBHN9BmwYQ2BqquoY+qUqfhdfqLJKBUFFTz89sNM8UzB5/SxpX0L4XiYaCLKzOKZ3Lr0Voq9xeP6sg74A9x76b18eO+H6Yx0UltWe9RtHqt4SMAf4LZlt42YRFpDrfTH+q1+AgJ9sT7cDje7enYRT8X50lNfYsm0Jcwumc2N59/I2qa1bA5uZobMeK/FXxBgMD5If9S6f17sLebZxme5fO7l9EZ7mTZlGoOJQRZULMDj8LBq7qqci9GxOJWKuZwqNGGrvBHwB1g1ZxV/bfkrfdE+Lpl5Saa1c/e6u/nTu39CRNjTsyenvgyHio3c99p9vL7vdbqiXdixCnosqFzATy79yUG9mYeUeEuoKKigP9pPJB7hwMAB+mP9hKJWy9olLsQmXDD9Agrdhby+/3UKXAUMJAaYUTQDh93B58/+PMtnLLd6Mnft4qfrf0rDgQYG4gPYsWPEUOWr4oyyM/C5fDT3NmOM4bXm1wjFQkSTUSgAv9PP3NK5CMKcsjkUe4uzMgFFwB/Ias3pIyWRoelzX2t+DbvY2de7j65IF93hbpp6m0iaJJ42D2XeMmtKzk2/ZX//frpT3VTXVOMQB083Pk1NYQ372IfH5mHZ9GUkUgnW7F1DsaeY5actZ2PbRtwONw6bY9K2rtWRacJWeeWdA++wevdqEqkEr+9/nQcLHiRhEhwIHbCGFIlhMDE46u1N9GX0/X37ub3+djoGOnhx14uZaRYdNgdV/iq+c+F3RkzWYF0Wv3jWxZR4S9iwfwOxRIyuSBcpUtiwUeYrY9m0Zdxw/g00HGhg84HNnFF2Bm+1vkV1YXVmDPDwJDavfB5bO7ZiE+sS+nlTz+Mr7/sKy2csp32gna8++1XC8TAd4Q48Dg8FzgJmFs+krb+NYNia3/zcqefmXOeioREKbrtVoOaPW/9Iz2APsVQMkzLYsdMR7qC5r5mfv/Fz9vXtw2FzUOYoY9XcVSRMgreDb9Mf7yccC9Nv+nlmxzP4XD5SJkUilcDv9HPdOddNqopmamw0Yau88k77O8SSMar8Vezr2cczjc9QU1jDpuAmwvEwNrFZ92jFfsxtDVUT64/2U+gunJDqaRuDG9ndtZvuaLeVGMRO0lhlWc+bet5Ri2oMJZnHtjzGlgNbiCajGKyZn8q95Zw39TxuOP8GPjj7gwR8AWuGqsEeZhTP4Mbzbzysw161vxpjDD6nj2p/NXNL53Lj4hv54OwPAlZhlFjSmsO8pa8Fl91FwiQ4vfh0+mP9XFp9KYPxwZztSBXwBzi99HTeaHkDg8Fhd2RKmKZI0TPYw/aO7bQOtFqFYVIJjMsQ8AWo8FUgYvVkt4kNu81OJBGhP9ZPkbsIr8NLb6yXhElMyNSX6tSgCVvllYUVCxGEDS0biCaj/KXlL1YST8XwOD14HV7sNju/a/jdiOUzhxteojOejGd6WZ8IR2rJlxeUs69vH5F4BLEJXocXh83B0ulL+cGKHxwz8QX8AWrLa6n0VzKQGCCZTOK0Oan0VzK3dG7msmtdoI4HVz142Mxph27r5iU3g4DP4aPIW3TYZVuHOBg0g7hsLqYXTacz3MnGAxtp7W9ldvFs5pTNydlLvcFQkKd3PJ2psFbmLSPujtM32IfL4SKRTPBu97uZ8qc2sdET7+Fnr/+MlbNXUuWrorKgkuCANSSv2FNMW38bnZFOHDbHpB3CpUZvvLN13QtcAcSAd4FrjTE96WXfBr4IJIGvG2P+NM5jVWrc6gJ1/OjiH/GVZ75CNBmlIdjAgfABjDEkUgkiiQgVUkEoGjpmYZVqfzW7enaxrmkdHoeHPT17KC8oP+Il6OM11JJPpBKHTU/psrtYULGArog1xeJFMy5i1dxVYxquFvAFrPmUHV5SqRQLKhZQW17LtYuuPWgbI82cdqi6QB13XnLniD8u6irrOK/mPF5tehW3000ilSCZSjKzaCYOcfD+mvdz1YKrcrJ1DdYVhO2d2+kIdxBLxlhQsYAra6/kkc2PsK9vH/2D/YhYPecNxpqLG1i7by17e/bSH+vnYws+xqbgJpp6m0gkE/jdfsq8ZRhjWDlrZc6+Nyo7bON8/Z+BOmPMWcAO4NsAIrIAuAZYCHwIeFBkFNcYlToZxCqDORAfoKmviYHYAD6Xj6mFU6kprKFrsIudXTt5tvFZgqHgiJsY6ujV1GN9sYZiIZp6m7j31XuP+JrjNVSmMWVStPS1ZCq5ARS5i+gZ7OHt4Nu0R9rZ0r6FeeXzxvTFnjAJlk5fyqWnX0pteS0rZ6/ktKLTDhqzPRYBf4BFVYtGHBr1xUVfRESY6rfe61kls9jetZ32cDtTp0zN+YTkEAfJVBKb2CjxlnDJ7Ev41Ud+xcfnfRy/259J2C5xYbfZCSWscrEJk6BtoI1tHduYVTKLs6rOoqaohmQqSdtAGz3RHlbvXp312FK5ZbzTa74w7OF6YOh64JXAH4wxUWC3iOwEFgOvjWd/SmVLgbMgMzuTDRuJVIIidxFuh5v+WD8Ou2PEAhvw3tSSG1o2sKdnD0mTJJaMkbRbk1pku+Rptb+a3T27eXP/mxR7i3HanJkiEnt69tAV6cIhDoo8RSRNknfa3xlTZbBqfzUl3hJsYsPv8hOOh09YVakD4QN0RjpxO9yE42HC8TD7u/aDwJ3/fSenl5yeszNP1VXWcU7VORwYOIDB0BZqwyEO6gJ1XDL7Eh7d8igehwdb0sa88nkMxAawx+300UdTTxPlBeVcNe8qyn3lvLj7RaYVTmNPzx5cdpd1eX2MM6upySeb97CvA/4j/XcNVgIf0px+7jAicj1wPUBFRQX19fVZO6BQKJTV7anJoTfWS62rllA4hDEGpzg5y3eWVfYxkcKesLOnfQ++qI9d9l30bOvJvDYUCvFU/VM8u/NZGkONRJNRnDixY8dv8xMfiPP2229jb8reBaXOaCdbm7fSHmknNBji+dDzVEeq+UDlB3iy5UkiAxHcuOkP9+NIOBjYM0B9R/2Y9rEovoiuZBdnV5xNKpmiNF7K1g1b2crWrJ0HwMbujZioYSA6QFSiRJIRJCXYbXY6ezt59JVH6ajsyOo+T6az5WxafC2UuEpImRTr31hPh7+Dvd17KbOXkbAlEIewuGAxHfYO9iX3sbd/LyFbiI5QB43bGnEWOdnbvJemcBM9oR78Dj/JSJKyeBm7Nh0cjyr3hUKhUa97zIQtIquBqhEWfdcY80R6ne8CCeCRoZeNsL4ZafvGmIeAhwBqa2vNihUrjn3Uo1RfX082t6cmj2WhZfzbX/6Nx7Y9xkB0gEH3YKazU+e+TpImyemnnc6ypcsOrq9dX0/EG2HLxvd6VftcPircFVT5q1h62lI+feGns9oKenrH0ww0DGCz2QglQ6QkRQMNfGz+x9jdupuYI0ZZQRkzimdw69Jbs34PPZvmh+azv2A/PdEenOJkY3AjOzp34Ha4qSiq4OoPXJ2zLWywzq/3jd5Mf4MrzreK1Qw/72J3Mbctu432gXY++/vP4nF5iKViJE2SNZE1fPmyL3NW7CzuWXcPFeEKVs5aSW15rZbmnKTG0qg8ZsI2xqw82nIR+Tzwd8AHjTFDSbkZmD5stWnA/lEflVInQWN3I7FEDJ/bx2lFp/GJhZ8AIG7iTCucRmNnI49ve5yPzPtI5ovyza43ubPxTutSuthw290Ue4r58jlfxu/xc/GMi7P+pRqOhTMlNWPJGIlUgjfb3uTuNXezZt8aprim4LA5uHbRtad0sobDq4Vt2L+BJ7Y/waLAIi6acVFOJ2s4cknNkaqktYZaKXWWsj++n75YHw6bg7aBNhoONFDuLefl3S+TMik6wh08uOpBTdZq3L3EPwR8C/iAMSY8bNGTwO9E5CfAVGAu8Pp49qVUNrWGWil0FlLgKiAcC+N3+zMtbLvY+e2m39IV6eKdjnfY0bmD25bdBsBjLY8RTVoTaqRMCofNweKaxXRHuwknwzy27TGqCqsI+AO09bexq2cXp5ecnqmo1hpqxSEOggNW56HRtJq8Ti8BX4Aybxmb2jaRNEn2dO9hb/deDIZQLITf5T9sMopT1fBCKxW+ChbXLOZL535pgo8qe45UDe3Q56v91URSESoKKoglY1QXVlPoKgRgW+c2fC4flb5KQrHQmPslqMlpvPewfwa4gT+LCMB6Y8wNxph3RORRYAvWpfIbjTlk8lilJlC1v5oKfwUlnhIqvZV8qu5TmaTa3NtMW6iNlEnRPtBOa38rraFWAIqcVmesnmgPHruHm5fczKKqRazetRqHzcGenj2s2bsGgIfffpjewV5ml87myjOu5Pl3n8cYw+YDm0mlUtjtdpZOW3rUuuXBUJAntj+Bz+nD4/BQ4imhL27NgJUkSaGzkLiJU+wpzsnxy+ua1tEV6SIYCuZdCzLgDzDHP4fklCRnVZ2F1+nNTCrSPtDOFPcUQrEQDpuDhRULJ/pw1SlgvL3E5xxl2Z3AnePZvlInSsAf4NN1n6Yz3InX4eWlPS8xv2I+raFWijxFlHhL6Ip0MRgfxG6zZ3pMV7grqJlaQ1eki5sW38SKWSsIhoI8uf1Jnmh4gmQqySt7XyEcDRNOhHHanbT0tbB271qKPEX4XD76o/3EkjEcNgetodaj9vxtDbUSS8Y4rfg0itxFRBNR3mx706rBDQzEByjxlHDLkltyLuEFQ0Fe3P0iyVSSn7/x8wmpFDeRgqEguwd243f6qS2v5YozrshccQn4A8csVKPyj1Y6U3krYRKUF5Qzs3gme3r2ZO4vVhdWM7VwKoIws2Qm31r2rUwimVEwAwrhH97/D5kv0YA/wPLTlvOf7/wn/bF+BuLvzXQlCcmUC02ZFJF4hFAsRG+0Fxs2HDYHPZH3ev0eWtFsaErModnFbv/A7Xzv5e+xObgZl92F2+7munOu46oFV538N3CcWkOtLChfwLSiabSF2vJuyFJrqJVqbzV10+sYTAxSVlA25kI1Kr9owlZ5q9pfnbmMPTRH8lB97cvnXs6brW9SXlAOwMa2jTjEwdrOtZRKKY9ueZQKX0XmC7bEW4LT7iRlUplkDWCwKqgNJgdxx9zEU3Gq/dXEkjHcDjc2bJkyqAD3vnovzb3NzCmbw02LbyLgD/CNC75xUBL/ET/iGy98A7vY8Tq9XL3w6pP/5mVBtb8aj9NjjVceYY7qya7aX43X5s1Mb5pv56/GThO2yltH69EL8MreV9jYtpG71t7FedXn4Xf7CSVCnD3l7MOKqtRV1nHhaRfyx61/RBBs2KyJNMRJX8y653wgcoACRwE+pw9jDPFknEJPIV6HN3OPfG/PXlImxZb2LZke6olUgkpfZWZfK2at4Ncf+XXOXy490vufLwL+AFfWXMnshbPz8vzV2GnCVnntSD16W0Ot7O/fz8t7XqYr0kVXpIt5ZfPojHays2snZ5SdcVCLKOAPcN0519EV6aIt1EZXpIv+WD92sROLxHDb3QwmB4kmorzb9S4+lw+PeAAOukceSUTY0LKBUDzEpuAmnt/5PFX+KhZWLORr7/9aZn+T5XLpkd7/fFHqKtXZt9SoacJWagTV/mraB9rpj/ZDCroj3bwdfJtUIsWM+IyDLnsPqaus4/ya8+kd7KW5rxmPw4OI8MetfySZSmYme0iRylwqjyVihGPvjYjsCHfQF+0jmozS1NPE3p69lBeUs7ZpLStmrpgUSVopdXw0YSs1goA/wOfP/jwv7n6RhElYSdYYEKjyVeFxeA7rJDX8Eq9DHDy65VESqQRXzb8Kj8NDQ7DBmrUp3o/L7sok6ob2BhoONFDqLSWaiOKwOxhMDhI3cQBSJkVnpJN1+9ZpwlYqj2nCVuoIZpfO5szAmezs3En3YDeRRASb2OiN9h6xk9ChRUGG359tCDZw97q72dK+hd7BXuzYSZkUvYO9dEe6ESMMxAeQ9H9gdVprD7fjsrt4dd+rB1VdU0rlF03YSh1Btb+aC6ZdQCQeIZ6KWyVCxcW73e9y69Jbj5k4D70/Wxeo48eX/piGAw10R7p5fNvjvLTnJZw2J0/ueBJjDFPcU/C7/LT1t9E92E0ilcAmNmYVz8Jhd+Td0Cel1Hs0YSt1BENDvJZOW8r96++nob0BL14KXYWZ0qLHs83hCfeVva/gtDtZ07SGKc4pOO1O7GJnfsV8mnqbiCQi9EX7sNvsFLuLdeiPUnlME7ZSRxHwB/j4wo9TXlDOLS/cQrg/jNfpzUqpyBJvCUWeIlr6WwhHwzTTTKGrkJopNXz7wm+zbt86q9JZIsY1ddewfMZybV0rlcc0YSs1CitmreA3H/kNj77yaNamgKyrrOOMsjPY3b0bBGzYKPIUcWbgTGaXzmbZacvydoyyUupwmrCVGqW6QB0dlR1Z66kd8Af4VN2n2BzcTHNfM9FklN5oL1PcUzJJWhO1UmqIbaIPQKl8tnzGcs4OnI3dZsfv9FPpq2TlrJWaqJVShxlXwhaRH4rIJhHZKCIviMjU9PMiIg+IyM708nOzc7hKTS4Bf4Br6q5hetF0zgycSXlBec7Ma62UOrnG28K+1xhzljFmEfA08M/p5y8D5qb/XQ/8Ypz7UWrSWj5jOZfNuYx55fNYXLM4J+e1VkqdeOOdD7tv2EMfZOo1Xgn82hhjgPUiUiwi1caY1vHsT6nJaGj4mHYwU0odzbg7nYnIncDngF7g4vTTNcC+Yas1p587LGGLyPVYrXAqKiqor68f7yFlhEKhrG5PqRMdUz30sJWtJ2z76tSi31EqFAqNet1jJmwRWQ1UjbDou8aYJ4wx3wW+KyLfBr4GfB/SdRUPdvhsCYAx5iHgIYDa2lqzYsWKUR76sdXX15PN7SmlMaWySeNJjeUH2zETtjFm5Si39TvgGayE3QxMH7ZsGrB/1EellFJKqYOMt5f43GEPPwxsS//9JPC5dG/xJUCv3r9WSimljt9472HfLSK1QArYC9yQfv5ZYBWwEwgD145zP0oppVReG28v8Y8d4XkD3DiebSullFLqPVrpTCmllMoBmrCVUkqpHKAJWymllMoBmrCVUkqpHKAJWymllMoBmrCVUkqpHKAJWymllMoBmrCVUkqpHKAJWymllMoBmrCVUkqpHKAJWymllMoBmrCVUkqpHKAJWymllMoBWUnYIvKPImJEpDz9WETkARHZKSKbROTcbOxHKaWUylfjTtgiMh34G6Bp2NOXAXPT/64HfjHe/SillFL5LBst7J8CtwFm2HNXAr82lvVAsYhUZ2FfSimlVF5yjOfFIvJhoMUY87aIDF9UA+wb9rg5/VzrCNu4HqsVTkVFBfX19eM5pIOEQqGsbk8pjSmVTRpPKhQKjXrdYyZsEVkNVI2w6LvAd4BLR3rZCM+ZEZ7DGPMQ8BBAbW2tWbFixbEOadTq6+vJ5vaU0phS2aTxpMbyg+2YCdsYs3Kk50XkTGAWMNS6nga8KSKLsVrU04etPg3YP+qjUkoppdRBjvsetjFmszGm0hgz0xgzEytJn2uMaQOeBD6X7i2+BOg1xhx2OVwppZRSozOue9hH8SywCtgJhIFrT9B+lFJKqbyQtYSdbmUP/W2AG7O1baWUUirfaaUzpZRSKgdowlZKKaVygCZspZRSKgdowlZKKaVygCZspZRSKgdowlZKKaVygCZspZRSKgdowlZKKaVygCZspZRSKgdowlZKKaVygCZspZRSKgdowlZKKaVygCZspZRSKgeMK2GLyA9EpEVENqb/rRq27NsislNEtovI347/UJVSSqn8lY3pNX9qjLlv+BMisgC4BlgITAVWi8gZxphkFvanlFJK5Z0TdUn8SuAPxpioMWY3sBNYfIL2pZRSSk162Whhf01EPgdsAL5pjOkGaoD1w9ZpTj93GBG5Hrg+/TAqIg1H2VcR0DuGYysHOsaw/vHs40SvfzL2cTKO6Xhecyqex4mOqVPxfT0Z+zgVj+lk7EPjKXf3ka1jKgdmjOrVxpij/gNWAw0j/LsSCAB2rJb6ncAv06/5OfCZYdv4v8DHRrGvDcdY/tCxtjGW7WVpHyd0/clyTJPlPE50TJ2K7+sk+n93yu1D4yl395GtYxpLDByzhW2MWXmsdQBE5P8AT6cfNgPThy2eBuwfzXaO4aksbCPb+zjR65+MfZyMYzqe15yq53Ei93Eqvq8nYx+n4jGdrH2MlcbTqbGPk/59I+kMf3wvFqk2xrSm/74FeL8x5hoRWQj8Duu+9VTgRWCuOUanMxHZYIw577gP6ARvTymNKZVNGk9qLDEw3nvY94jIIsAAe4CvABhj3hGRR4EtQAK48VjJOu2hcR7Pid6eUhpTKps0ntSoY2BcLWyllFJKnRxa6UwppZTKAZqw85iITBeRvxMR90Qfi8p9Gk8q2zSmDqYJO78tAn4IrBIR10QfjMp5Gk8q2zSmhslG4RSVo4wxT4mIDbgFsIvIk8aY2EQfl8pNGk8q2zSmDqYJO4+JyFRjzBMiEgduSz+X1x8Idfw0nlS2aUwdTBN2nhKRauBHIrLeGPOQiID1gUiJyNP5+oFQx0fjSWWbxtThJl3CFhExOlbtmIwxrSKyFni/iHzBGPNw+gNxB9alp//S99GiMXVsGk+jp/E0OhpTh5s0CXvYh8AHhEZ4Pm+JSA3wv40xV4jILOATxph7jDG/FJEo8MH02/Sr9P2ijnx/z0Bj6kg0no6PxtORaUyNzqTpJW6MMSKyCnhORG4XkZXDnpcJPrwJZYxpAcpEpB6rxvu5IvLN9LJHsKY/vV1ErjPGPG2MWX/kreUPjamRaTwdH42nI9OYGp1Jk7BF5FzgS1hl3gqwhgF8HPL7A5H+NYoxZinQB/wY+BmwQERuTa/2NLCNg6dEzXsaU4fTeDp+Gk8j05gavUlRmlREpgMvAw8bY34kIlOBq4DZwOvGmD9M6AFOMBGxGWNS6b+fBKqxhkl8F4gBc4CbjDEvTdxRnlo0po5M42nsNJ6OTmNqdCZFwgYQkR8DnwIuMsY0ikgA+AwwE7jTGNM2wmsKgKQxJnpSD3YCjPCBmIL1hfE3QKsx5r8n8vhORccTU+nXZd7ryUrjaezGGk8i4gFS+dIbWmPq2HIuYQ9dNkpfQqoFPMaYt9PLbgc+DHzGGLNdRKoAtzFm7wjbuQrrw1IM/ATYYozZdbLOYyIc8oF4DkgYY644dFm+yUZMichFwBxjzC/Tjyf9+6nxNLIsxdPfYSX3KuBfjDH1+fCeakwdXc7dwzZpInI58Dhwo4i8ISI1xpgfAv8FPC4itcaYtiMk61nA3cBdwC+By4DPijVV6KRljEkNu190GZAQkZuGlk3owU2g8caUiFwKPAF8flhHmcx7PVlpPI0sC/H0Iazvpl8AjwE/Tq876d9Tjamjy5kvFBGpEZGn0n/PAe4F/hZ4FlgA/IeIzDTG/E/gEaD8KJubAjQbY94wxvwW+H9YQ9yuEJEZJ/I81kpZvQAABSBJREFUJtohieR1rPciL2UxpuYA9wA3Axfka9JG42nc8ZS+DP63wA+NMWuMMT8HnsdqVOQFjakjy5kvk3S3/1IReQFowQrqBcB3sAK/BVgtIrOMMT8yxqw7yrbeBnqG/XLbADwJnAbMO7FnMvHSHwg3UAj8caKPZ6JkK6aMMQ8CDwINWL1blwz1bk2/154TfzYTR+PJko14MsYMYsXQ8yJiTz/dB8wdWicfepNrTI0sJxL2sEsky4AU8LwxZh9WEP/JGBMBHsUqRlB0hG2sEJGrReSz6ad+DcwQkU+mt/0G8BrwVRFxntATOgWkO9r9szFmy0Qfy0QYb0wNi6fPpLfTa4yJYw07eRBYLCLXisgngE/kQUtb44lxx9MnReRqY8y7xpg+Y0wyvbgBCKfX+yRWJ6xJL99jaiQ58SVyyH2NDwEREVkN7MMabH8H8DXgi8aYjYe+XkQuBn6P1YK+WUR+AmwHdmN9sX4zvWoE6wM16X/BAhhjEhN9DBNlPDE1Qjw9KFalpqEW0qvAPwPfAv4deCsf7r9pPI07nqYD3xKRX4g17GtIDOte7qeAfwEO65czWeVzTI0kJxI2jPiB6AceAP4bq6f3/zLG/PXQ16UvH10G3GOMuQ9YhjXG77PAn4EXgeUi8iJwO3CfyZNhFPnueGJqhHi6EKvFdJtYw3SGWgYXYRXHuMAY03CSTklNoCzF0zKse7bfSvcgB+t7+utYCf8jxpjtJ+N81KknF4d1De/2/xjgNcasOnTZIa+5BlgBfN8YExRr/PXDQIsx5pb0OnOBLmNM58k5E3WqGGtMHSGefokVP19Nr3Mz8KIxZvNJPBV1Csh2PKV/CP4eq3DIOyfzXNSpJWda2EMO+RX7MSAqIl8fWja0nohMFxG3iHix7k0XAmeJiNcYEwa+AFwkIh9Nv7ZRk3V+Gk1MjSKersWaVejK9Ovu12Sdn7IcT1cAXcBHNVmrnEvYMGK3/8Lhy8Ua//gc8G9Yv1RjWL9Qb8a6/F2d/lC8mF6m8tzRYmqU8RTBiie956ayGU8YY+LGmN6Tefzq1JSz02se0u3/t5C5HzQNqyjK14CtwOeBvwAXYBUi+Ex63RasSkL/ftIPXp2SDo0pjSc1HhpPKttyNmGD1blHRP55qCehMcaIyH6sS0yNwAFjzD0iEsfqubsEeBM4Hzgb+KAxZscEHb46BR0aUxpPajw0nlQ25VynsyMRq7JQCbALaxzsX40x9wxb/m2sMZH/w+TBZB9qfDSeVDZpPKlsyOkW9hCxCuX/K9ANbMYq+/eAiNiNMXelV/s9VsUhvWetjkrjSWWTxpPKlpxP2CKyFLgP+HtjzFsi8hCwGFgKrBervN8fsMbLnos1HrJ7oo5Xndo0nlQ2aTypbMr5S+LpD8QZxpiH048rsCaJv1xEZgPfAwaxPiTX6lAbdTQaTyqbNJ5UNk2GhG0HfMaYvvTf1cBTwCpjTKtYs2+1pNfRoRHqqDSeVDZpPKlsyslx2MMZY5LGmL70QwF6sCoEtYo1McN3AKd+GNRoaDypbNJ4UtmU8y3skYjIw0ArcCnwBb3MpMZD40llk8aTOl6TKmGnCxM4sQoSOLHGMTZO7FGpXKXxpLJJ40mN16RK2ENE5AvAG1p7V2WDxpPKJo0ndbwma8IWMxlPTE0IjSeVTRpP6nhNyoStlFJKTTY530tcKaWUygeasJVSSqkcoAlbKaWUygGasJVSSqkcoAlbKaWUygGasJVSSqkc8P8BHBiaazeElv4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts = pd.Series(np.random.randn(1000), index=pd.date_range('1/1/2000', periods=1000)) # pandas 时间序列\n",
    "ts = ts.cumsum()\n",
    "ts.plot(kind='line',\n",
    "       label = \"what\",#图例标签\n",
    "       style = '--.',\n",
    "       color = 'g',\n",
    "       alpha = 0.4,\n",
    "       use_index = True,\n",
    "       rot = 45,#旋转刻度标签\n",
    "       grid = True,\n",
    "       ylim = [-50,50],\n",
    "       yticks = list(range(-50,50,10)),\n",
    "       figsize = (8,4),\n",
    "       title = 'TEST_TEST',\n",
    "       legend = True)\n",
    "# 对网格项进行更加细致的设置\n",
    "#plt.grid(True, linestyle = \"--\",color = \"gray\", linewidth = \"0.5\",axis = 'x')  # 网格\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17fca32b7f0>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# subplots → 是否将各个列绘制到不同图表，默认False\n",
    "df = pd.DataFrame(np.random.randn(1000, 4), index=ts.index, columns=list('ABCD')).cumsum()\n",
    "df.plot(kind='line',\n",
    "       style = '--.',\n",
    "       alpha = 0.4,\n",
    "       use_index = True,\n",
    "       rot = 45,\n",
    "       grid = True,\n",
    "       figsize = (8,4),\n",
    "       title = 'test',\n",
    "       legend = True,\n",
    "       #subplots = True,\n",
    "        subplots = False,\n",
    "       colormap = 'Greens')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17fca613978>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 创建一个新的figure，并返回一个subplot对象的numpy数组\n",
    "fig,axes = plt.subplots(4,1,figsize = (10,10)) #四行一列\n",
    "\n",
    "s = pd.Series(np.random.randint(0,10,16),index = list('abcdefghijklmnop'))  #（0,10）随机取16个数字\n",
    "df = pd.DataFrame(np.random.rand(10,3), columns=['a','b','c'])\n",
    "\n",
    "# 单系列柱状图方法一：plt.plot(kind='bar/barh')\n",
    "s.plot(kind='bar',color = 'k',grid = True,alpha = 0.5,ax = axes[0])  # ax参数 → 选择第几个子图\n",
    "\n",
    "# 多系列柱状图\n",
    "df = pd.DataFrame(np.random.rand(10,3), columns=['a','b','c'])\n",
    "df.plot(kind='bar',ax = axes[1],grid = True,colormap='Reds_r')\n",
    "\n",
    "# 多系列堆叠图\n",
    "# stacked → 堆叠\n",
    "df.plot(kind='bar',ax = axes[2],grid = True,colormap='Blues_r',stacked=True) \n",
    "\n",
    "df.plot.barh(ax = axes[3],grid = True,stacked=True,colormap = 'BuGn_r')#???"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "plt.bar()\n",
    "\n",
    "    x,y参数：x，y值\n",
    "    width：宽度比例\n",
    "    facecolor柱状图里填充的颜色、edgecolor是边框的颜色\n",
    "    left-每个柱x轴左边界,bottom-每个柱y轴下边界 → bottom扩展即可化为甘特图 Gantt Chart\n",
    "    align：决定整个bar图分布，默认left表示默认从左边界开始绘制,center会将图绘制在中间位置\n",
    "    xerr/yerr ：x/y方向error bar\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,4))\n",
    "\n",
    "x = np.arange(10)\n",
    "y1 = np.random.rand(10)\n",
    "y2 = -np.random.rand(10)\n",
    "\n",
    "plt.bar(x,y1,width = 1,facecolor = 'yellowgreen',edgecolor = 'white',yerr = y1*0.1)\n",
    "plt.bar(x,y2,width = 1,facecolor = 'lightskyblue',edgecolor = 'white',yerr = y2*0.1)\n",
    "\n",
    "for i,j in zip(x,y1):\n",
    "    plt.text(i-0.2,j-0.15,'%.2f' % j, color = 'white')\n",
    "for i,j in zip(x,y2):\n",
    "    plt.text(i-0.2,j+0.05,'%.2f' % -j, color = 'white')\n",
    "# 给图添加text\n",
    "# zip() 函数用于将可迭代的对象作为参数，将对象中对应的元素打包成一个个元组，然后返回由这些元组组成的列表。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "面积图\n",
    "\n",
    "tacked：是否堆叠，默认情况下，区域图被堆叠\n",
    "\n",
    "为了产生堆积面积图，每列必须是正值或全部负值！\n",
    "\n",
    "当数据有NaN时候，自动填充0，图标签需要清洗掉缺失值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17fcc08e748>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,1,figsize = (8,6))\n",
    "\n",
    "df1 = pd.DataFrame(np.random.rand(10, 4), columns=['a', 'b', 'c', 'd'])\n",
    "df2 = pd.DataFrame(np.random.randn(10, 4), columns=['a', 'b', 'c', 'd'])#服从正态分布\n",
    "\n",
    "df1.plot.area(colormap = 'Greens_r',alpha = 0.5,ax = axes[0])\n",
    "df2.plot.area(stacked=False,colormap = 'Set2',alpha = 0.5,ax = axes[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "填图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,1,figsize = (8,6))\n",
    "\n",
    "x = np.linspace(0, 1, 500)\n",
    "y1 = np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "y2 = -np.sin(4 * np.pi * x) * np.exp(-5 * x)\n",
    "\n",
    "axes[0].fill(x, y1, 'r',alpha=0.5,label='y1')\n",
    "axes[0].fill(x, y2, 'g',alpha=0.5,label='y2')\n",
    "# 对函数与坐标轴之间的区域进行填充，使用fill函数\n",
    "# 也可写成：plt.fill(x, y1, 'r',x, y2, 'g',alpha=0.5)\n",
    "\n",
    "x = np.linspace(0, 5 * np.pi, 1000) \n",
    "y1 = np.sin(x)  \n",
    "y2 = np.sin(2 * x)  \n",
    "axes[1].fill_between(x, y1, y2, color ='b',alpha=0.5,label='area')  \n",
    "# 填充两个函数之间的区域，使用fill_between函数\n",
    "\n",
    "for i in range(2):\n",
    "    axes[i].legend()\n",
    "    axes[i].grid()\n",
    "# 添加图例、格网"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " 饼图\n",
    "plt.pie(x, explode=None, labels=None, colors=None, autopct=None, pctdistance=0.6, shadow=False, labeldistance=1.1, startangle=\n",
    "\n",
    "参数含义：\n",
    "\n",
    "    第一个参数：数据\n",
    "    explode：指定每部分的偏移量\n",
    "    labels：标签\n",
    "    colors：颜色\n",
    "    autopct：饼图上的数据标签显示方式\n",
    "    pctdistance：每个饼切片的中心和通过autopct生成的文本开始之间的比例\n",
    "    labeldistance：被画饼标记的直径,默认值：1.1\n",
    "    shadow：阴影\n",
    "    startangle：开始角度\n",
    "    radius：半径\n",
    "    frame：图框\n",
    "    counterclock：指定指针方向，顺时针或者逆时针\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([<matplotlib.patches.Wedge at 0x17fca60f080>,\n",
       "  <matplotlib.patches.Wedge at 0x17fc9776470>,\n",
       "  <matplotlib.patches.Wedge at 0x17fca7e6c88>,\n",
       "  <matplotlib.patches.Wedge at 0x17fca7e6358>],\n",
       " [Text(2.22517,0.5819,'a'),\n",
       "  Text(0.310738,1.77298,'b'),\n",
       "  Text(-1.79786,-0.0877683,'c'),\n",
       "  Text(0.828105,-1.5982,'d')],\n",
       " [Text(1.35445,0.3542,'8.14%'),\n",
       "  Text(0.155369,0.886488,'28.19%'),\n",
       "  Text(-0.898929,-0.0438841,'28.88%'),\n",
       "  Text(0.414052,-0.7991,'34.78%')])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = pd.Series(3 * np.random.rand(4), index=['a', 'b', 'c', 'd'], name='series')\n",
    "plt.axis('equal')  # 保证长宽相等\n",
    "plt.pie(s,\n",
    "       explode = [0.5,0,0,0],#突出比例\n",
    "       labels = s.index,\n",
    "       colors=['r', 'g', 'b', 'c'],\n",
    "       autopct='%.2f%%',\n",
    "       pctdistance=0.6,\n",
    "       labeldistance = 1.2,\n",
    "       shadow = True,\n",
    "       startangle=0,\n",
    "       radius=1.5,\n",
    "       frame=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "直方图\n",
    "\n",
    "plt.hist(x, bins=10, range=None, normed=False, weights=None, cumulative=False, bottom=None, \n",
    "histtype='bar', align='mid', orientation='vertical',rwidth=None, log=False, color=None, label=None, \n",
    "stacked=False, hold=None, data=None, **kwargs)\n",
    "\n",
    "\n",
    "    bin：箱子的宽度\n",
    "    normed 标准化\n",
    "    histtype 风格，bar，barstacked，step，stepfilled\n",
    "    orientation 水平还是垂直{‘horizontal’, ‘vertical’}\n",
    "    align : {‘left’, ‘mid’, ‘right’}, optional(对齐方式)\n",
    "    stacked：是否堆叠"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\matplotlib\\axes\\_axes.py:6462: UserWarning: The 'normed' kwarg is deprecated, and has been replaced by the 'density' kwarg.\n",
      "  warnings.warn(\"The 'normed' kwarg is deprecated, and has been \"\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17fcdd0a780>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 直方图\n",
    "s = pd.Series(np.random.randn(1000))#符合正态分布的1000个数\n",
    "s.hist(bins = 20,\n",
    "       histtype = 'bar',\n",
    "       align = 'mid',\n",
    "       orientation = 'vertical',\n",
    "       alpha=0.5,\n",
    "       normed =True)\n",
    "# 密度图\n",
    "s.plot(kind='kde',style='k--')#???"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD02A3358>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD033C198>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD0363828>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD02C4EB8>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 堆叠直方图\n",
    "\n",
    "plt.figure(num=1)\n",
    "df = pd.DataFrame({'a': np.random.randn(1000) + 1, 'b': np.random.randn(1000),\n",
    "                    'c': np.random.randn(1000) - 1, 'd': np.random.randn(1000)-2},\n",
    "                   columns=['a', 'b', 'c','d'])\n",
    "df.plot.hist(stacked=True,#堆叠开启\n",
    "             bins=20,#箱子宽度\n",
    "             colormap='Greens_r',\n",
    "             alpha=0.5,\n",
    "             grid=True)\n",
    "# 使用DataFrame.plot.hist()和Series.plot.hist()方法绘制\n",
    "\n",
    "df.hist(bins=50)\n",
    "# 生成多个直方图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "散点图\n",
    "\n",
    "plt.scatter(x, y, s=20, c=None, marker='o', cmap=None, norm=None, vmin=None, vmax=None, alpha=None, linewidths=None,\n",
    "verts=None, edgecolors=None, hold=None, data=None, **kwargs)\n",
    "\n",
    "参数含义：\n",
    "\n",
    "    s：散点的大小\n",
    "    c：散点的颜色\n",
    "    vmin,vmax：亮度设置，标量\n",
    "    cmap：colormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\matplotlib\\collections.py:902: RuntimeWarning: invalid value encountered in sqrt\n",
      "  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "x = np.random.randn(1000)\n",
    "y = np.random.randn(1000)\n",
    "\n",
    "plt.scatter(x,y,marker='.',\n",
    "           s = np.random.randn(1000)*100,#散点的大小\n",
    "           cmap = 'Reds_r',\n",
    "           c = y,#散点的颜色！！！！！\n",
    "           alpha = 0.8,)\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\ipykernel_launcher.py:12: FutureWarning: pandas.scatter_matrix is deprecated, use pandas.plotting.scatter_matrix instead\n",
      "  if sys.path[0] == '':\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pd.scatter_matrix()散点矩阵\n",
    "# pd.scatter_matrix(frame, alpha=0.5, figsize=None, ax=None, \n",
    "# grid=False, diagonal='hist', marker='.', density_kwds=None, hist_kwds=None, range_padding=0.05, **kwds)\n",
    "# diagonal：({‘hist’, ‘kde’})，必须且只能在{‘hist’, ‘kde’}中选择1个 → 每个指标的频率图\n",
    "# range_padding：(float, 可选)，图像在x轴、y轴原点附近的留白(padding)，该值越大，留白距离越大，图像远离坐标原点\n",
    "\n",
    "df = pd.DataFrame(np.random.randn(100,4),columns = ['a','b','c','d'])\n",
    "pd.scatter_matrix(df,figsize=(10,6),\n",
    "                 marker = 'o',\n",
    "                 diagonal='kde',#每个指标的频率图\n",
    "                 alpha = 0.5,\n",
    "                 range_padding=0.5)#留白比例\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x17fd0f0b470>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''\n",
    "\n",
    "箱型图：又称为盒须图、盒式图、盒状图或箱线图，是一种用作显示一组数据分散情况资料的统计图\n",
    "包含一组数据的：最大值、最小值、中位数、上四分位数（Q1）、下四分位数（Q3）、异常值\n",
    "① 中位数 → 一组数据平均分成两份，中间的数\n",
    "② 下四分位数Q1 → 是将序列平均分成四份，计算(n+1)/4与(n-1)/4两种，一般使用(n+1)/4\n",
    "③ 上四分位数Q3 → 是将序列平均分成四份，计算(1+n)/4*3=6.75\n",
    "④ 内限 → T形的盒须就是内限，最大值区间Q3+1.5IQR,最小值区间Q1-1.5IQR （IQR=Q3-Q1）\n",
    "⑤ 外限 → T形的盒须就是内限，最大值区间Q3+3IQR,最小值区间Q1-3IQR （IQR=Q3-Q1）\n",
    "⑥ 异常值 → 内限之外 - 中度异常，外限之外 - 极度异常\n",
    "plt.plot.box(),plt.boxplot()\n",
    "\n",
    "'''\n",
    "\n",
    "# plt.plot.box()绘制\n",
    "\n",
    "fig,axes = plt.subplots(2,1,figsize=(10,6))\n",
    "df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
    "color = dict(boxes='DarkGreen', whiskers='DarkOrange', medians='DarkBlue', caps='Gray')\n",
    "# 箱型图着色\n",
    "# boxes → 箱线\n",
    "# whiskers → 分位数与error bar横线之间竖线的颜色\n",
    "# medians → 中位数线颜色\n",
    "# caps → error bar横线颜色\n",
    "\n",
    "df.plot.box(ylim=[0,1.2],\n",
    "           grid = True,\n",
    "           color = color,\n",
    "           ax = axes[0])\n",
    "\n",
    "df.plot.box(vert=False, \n",
    "            positions=[1, 2, 5, 6, 8],\n",
    "            ax = axes[1],\n",
    "            grid = True,\n",
    "           color = color)\n",
    "# vert：是否垂直，默认True|\n",
    "# position：箱型图占位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.rand(10, 5), columns=['A', 'B', 'C', 'D', 'E'])\n",
    "\n",
    "plt.figure(figsize=(10,4))\n",
    "# 创建图表、数据\n",
    "\n",
    "f = df.boxplot(sym = 'o',  # 异常点形状，参考marker\n",
    "               vert = True,  # 是否垂直\n",
    "               whis = 1.5,  # IQR，默认1.5，也可以设置区间比如[5,95]，代表强制上下边缘为数据95%和5%位置\n",
    "               patch_artist = True,  # 上下四分位框内是否填充，True为填充\n",
    "               meanline = False,showmeans=True,  # 是否有均值线及其形状\n",
    "               showbox = True,  # 是否显示箱线\n",
    "               showcaps = True,  # 是否显示边缘线\n",
    "               showfliers = True,  # 是否显示异常值\n",
    "               notch = False,  # 中间箱体是否缺口\n",
    "               return_type='dict'  # 返回类型为字典\n",
    "              ) \n",
    "plt.title('boxplot')\n",
    "\n",
    "for box in f['boxes']:\n",
    "    box.set( color='b', linewidth=1)        # 箱体边框颜色\n",
    "    box.set( facecolor = 'b' ,alpha=0.5)    # 箱体内部填充颜色\n",
    "for whisker in f['whiskers']:\n",
    "    whisker.set(color='k', linewidth=0.5,linestyle='-')\n",
    "for cap in f['caps']:\n",
    "    cap.set(color='gray', linewidth=2)\n",
    "for median in f['medians']:\n",
    "    median.set(color='DarkBlue', linewidth=2)\n",
    "for flier in f['fliers']:\n",
    "    flier.set(marker='o', color='y', alpha=0.5)\n",
    "# boxes, 箱线\n",
    "# medians, 中位值的横线,\n",
    "# whiskers, 从box到error bar之间的竖线.\n",
    "# fliers, 异常值\n",
    "# caps, error bar横线\n",
    "# means, 均值的横线,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD2473860>,\n",
       "       <matplotlib.axes._subplots.AxesSubplot object at 0x0000017FD2499C50>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt.boxplot()绘制\n",
    "# 分组汇总\n",
    "\n",
    "df = pd.DataFrame(np.random.rand(10,2), columns=['Col1', 'Col2'] )\n",
    "df['X'] = pd.Series(['A','A','A','A','A','B','B','B','B','B'])\n",
    "df['Y'] = pd.Series(['A','B','A','B','A','B','A','B','A','B'])\n",
    "\n",
    "df.boxplot(by = 'X')\n",
    "df.boxplot(column=['Col1','Col2'], by=['X','Y'])\n",
    "# columns：按照数据的列分子图\n",
    "# by：按照列分组做箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
